Methods and apparatus for pruning weights of a trained machine learning model and making pruning adjustments to substantially optimize a loss function. In some embodiments, a machine learning model pruning system is configured to perform a first pruning pass of a machine learning model wherein at least a portion of the weights are set to zero. In some embodiments one or more additional pruning passes of the machine learning model may be performed in batches wherein each batch comprises one or more remaining weights and one or more previously pruned weights. In some embodiments, one or more pruning adjustments may be determined based on an optimization problem that minimizes a loss function for a given batch. In some embodiments, the pruning adjustment comprises restoring a previously pruned weight or pruning a remaining weight of the model.
Devices and techniques are generally described for sparse activation-aware weight loading and inference for machine learning models. In some examples, a first activation tensor may be generated for first input data. A first sparsity map may be generated for the first activation tensor. The first sparsity map may indicate respective positions of zero values and non-zero values in the first activation tensor. A first set of channels of a weight tensor that correspond to respective non-zero values from the first sparsity map may be identified. The first set of channels of the weight tensor may be loaded into memory. A machine learning model may generate output data based on the first set of channels and the first activation tensor.
Systems and techniques are disclosed for a centralized platform for enhanced automated machine learning using disparate datasets. An example method includes receiving user specification of one or more data sources to be integrated with the system, the data sources storing datasets to be utilized to train one or more machine learning models by the system, and the datasets reflecting user interaction data. A dataset is imported from the data source, and machine learning models are automatically trained based a particular machine learning model recipe of a plurality of machine learning model recipes. A first trained machine learning model is implemented, with the system being configured to respond to queries based on the implemented machine learning model, and with the responses including personalized recommendations.
Techniques for natural language based chat are described. In some examples, a chat service receive a request to answer a natural language query (NLQ), generate one or more embedding vectors for the NLQ, performs a search of a vector database having information regarding one or more of enterprise context, natural language summaries of enterprise context, embedding vectors for the enterprise context, and embedding vectors for natural language summaries of the enterprise context according to the request to generate a search result, augmenting the NLQ using the search result, predicts a response for the NLQ using the search result augmented NLQ, and provides the predicted response in the chat.
Systems and techniques are described for similar play retrieval for video enhancements. In various examples, first tracking data representing first respective locations of a first plurality of players at a first time may be received. First embedding data representing a formation of the first plurality of players at the first time may be generated based at least in part on the first tracking data. Second embedding data may be determined by searching a first data store using the first embedding data. The first data store may include a plurality of historical embeddings representing past plays. A first historical play associated with the second embedding data may be determined.
Techniques for natural language based chat are described. In some examples, a chat service receive a request to answer a natural language query (NLQ), generate one or more embedding vectors for the NLQ, performs a search of a vector database having information regarding one or more of enterprise context, natural language summaries of enterprise context, embedding vectors for the enterprise context, and embedding vectors for natural language summaries of the enterprise context according to the request to generate a search result, augmenting the NLQ using the search result, predicts a response for the NLQ using the search result augmented NLQ, and provides the predicted response in the chat.
Techniques for creating and updating natural language summaries representing personalized user knowledge (e.g., user interests, user affinities, user preferences, family structure, routines, and other insights) based on conversational interactions with and other natural language content available to an AI system are described. In some embodiments, to provide a more personalized service, a system can use a generative model to summarize learnings about a user and determine helpful nuanced insights about the user such as "the user is learning how to play guitar." This "user knowledge" can be updated based on further (later) conversations with the user, where updating can involve negating or deleting stored information, adding to or modifying stored information, etc.
Devices and techniques are generally described for sparse activation-aware weight loading and inference for machine learning models. In some examples, a first activation tensor may be generated for first input data. A first sparsity map may be generated for the first activation tensor. The first sparsity map may indicate respective positions of zero values and non-zero values in the first activation tensor. A first set of channels of a weight tensor that correspond to respective non-zero values from the first sparsity map may be identified. The first set of channels of the weight tensor may be loaded into memory. A machine learning model may generate output data based on the first set of channels and the first activation tensor.
G06F 18/2134 - Feature extraction, e.g. by transforming the feature spaceSummarisationMappings, e.g. subspace methods based on separation criteria, e.g. independent component analysis
Methods and apparatus for pruning weights of a trained machine learning model and making pruning adjustments to substantially optimize a loss function. In some embodiments, a machine learning model pruning system is configured to perform a first pruning pass of a machine learning model wherein at least a portion of the weights are set to zero. In some embodiments one or more additional pruning passes of the machine learning model may be performed in batches wherein each batch comprises one or more remaining weights and one or more previously pruned weights. In some embodiments, one or more pruning adjustments may be determined based on an optimization problem that minimizes a loss function for a given batch. In some embodiments, the pruning adjustment comprises restoring a previously pruned weight or pruning a remaining weight of the model.
Components of a distributed database may operate faster by maintaining connections to multiple other components. These components may be hosted on various physical computing devices. An application layer communication system comprising a network proxy on each computing device involved in the distributed database may decrease the overall number of connections that are to be established and maintained during operation of the distributed database. The network proxies at sending devices may reduce traffic across the connections by combining packets directed from a particular device to another.
H04L 67/1097 - Protocols in which an application is distributed across nodes in the network for distributed storage of data in networks, e.g. transport arrangements for network file system [NFS], storage area networks [SAN] or network attached storage [NAS]
G06F 16/2458 - Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
A distributed database may use a large amount of traffic between individual components of the distributed database. The distributed database may experience latency as a result of network limitations, such as a packet per second maximum. Individual components of the distributed database hosted by a particular computing device may target individual components hosted on another particular computing device. The distributed database system may combine the packets targeting components on the other computing device to reduce the likelihood a packet per second maximum causes latency in the distributed database system.
G06F 9/455 - EmulationInterpretationSoftware simulation, e.g. virtualisation or emulation of application or operating system execution engines
G06F 16/27 - Replication, distribution or synchronisation of data between databases or within a distributed database systemDistributed database system architectures therefor
An improved data system supports creation of multiple hierarchical database catalogs under a particular account. Users or organizations have the flexibility to organize their data, native or external, into an n-level hierarchy of their choice. There is a root database catalog of the account, and other catalogs (1 or n-levels) are created under it. The data system has extract, transform, and load (ETL) features that allows data to be moved between different data sources and targets.
Methods are generally described for inaudible orthogonal signal communication. An example method includes determining, based on an input message, a series of symbols, where each symbol from the series of symbols represents a numerical value, wherein each symbol from the series of symbols corresponds to a band-limited white noise tone orthogonal to each other band-limited white noise tone corresponding to each other symbol. The example method also includes generating a sub-token comprising each symbol from the series of symbols, where each symbol overlaps in time with at least one other symbol. The example method also includes modulating a carrier wave with the sub-token to produce a signal audio waveform, where the modulation uses a spread spectrum technique, and providing the signal audio waveform to a television device, where the television emits the signal audio waveform as a low-amplitude audio signal.
Components of a distributed database may operate faster by maintaining connections to multiple other components. These components may be hosted on various physical computing devices. An application layer communication system comprising a network proxy on each computing device involved in the distributed database may decrease the overall number of connections that are to be established and maintained during operation of the distributed database. The network proxies at sending devices may reduce traffic across the connections by combining packets directed from a particular device to another.
G06F 16/27 - Replication, distribution or synchronisation of data between databases or within a distributed database systemDistributed database system architectures therefor
A solver system may employ a cache. A cache component may be configured accept inputs and send outputs in the same manner and/or using the same protocols as a solver component. A central manager component may receive a problem from a requestor, and send the problem to one or more solver components and a cache component. If the cache component identifies a stored result, it may return it to the manager component, and the manager component may send the result to the requestor. If the cache component does not identify a stored result (or otherwise does not respond to the manager component), the solver component(s) may operate normally to determine a result and return it to the manager component. In this architecture, however, the cache component is outside of the critical path, and thus the cache search does not increase the latency of the response.
G06F 12/0804 - Addressing of a memory level in which the access to the desired data or data block requires associative addressing means, e.g. caches with main memory updating
G06F 12/0855 - Overlapped cache accessing, e.g. pipeline
G06F 12/0884 - Parallel mode, e.g. in parallel with main memory or CPU
16.
DUAL ASSAY TO BOOST ACCURACY OF DETECTED ACTIONABLE VARIANTS IN LIQUID BIOPSY
This disclosure relates to a method of detecting actionable variants in liquid biopsies collected from patients. The method includes a dual assay system, wherein the first sequencing protocol (i.e. discovery assay) sequences a large number of variants at a low sequencing depth to exhibit high sensitivity and, the second sequencing protocol (i.e. confirmation assay) sequences prioritized variants from the first sequencing round based on quality and confidence of variant called at high sequencing depth to exhibit high specificity. The method can further include repeating the first sequencing protocol and/or second sequencing protocol to monitor response to treatment.
Methods are generally described for inaudible orthogonal signal communication. An example method includes determining, based on an input message, a series of symbols, where each symbol from the series of symbols represents a numerical value, wherein each symbol from the series of symbols corresponds to a band-limited white noise tone orthogonal to each other band-limited white noise tone corresponding to each other symbol. The example method also includes generating a sub-token comprising each symbol from the series of symbols, where each symbol overlaps in time with at least one other symbol. The example method also includes modulating a carrier wave with the sub-token to produce a signal audio waveform, where the modulation uses a spread spectrum technique, and providing the signal audio waveform to a television device, where the television emits the signal audio waveform as a low-amplitude audio signal.
H04N 21/422 - Input-only peripherals, e.g. global positioning system [GPS]
G10L 19/018 - Audio watermarking, i.e. embedding inaudible data in the audio signal
H04H 20/31 - Arrangements for simultaneous broadcast of plural pieces of information by a single channel using in-band signals, e.g. subsonic or cue signal
H04H 60/80 - Arrangements characterised by transmission systems other than for broadcast, e.g. the Internet characterised by source locations or destination locations characterised by transmission among terminal devices
H04N 21/43 - Processing of content or additional data, e.g. demultiplexing additional data from a digital video streamElementary client operations, e.g. monitoring of home network or synchronizing decoder's clockClient middleware
H04N 21/439 - Processing of audio elementary streams
This disclosure relates to methods of predicting the probability that a circulating tumor DNA (ctDNA) structural variant (SV) is present in tumor tissue using a machine learning model. The methods can further include training and validating the machine learning model using paired ctDNA-derived SVs and tumor tissue-derived SVs. The training set data can include multiple passes of quantified sensitivity values and positive predictive values calculated from known true positive SVs, false positive SVs or false negative SVs until a favorable sensitivity values and/or favorable positive predictive value is achieved.
An improved data system supports creation of multiple hierarchical database catalogs under a particular account. Users or organizations have the flexibility to organize their data, native or external, into an n-level hierarchy of their choice. There is a root database catalog of the account, and other catalogs (1 or n-levels) are created under it. The data system has extract, transform, and load (ETL) features that allows data to be moved between different data sources and targets.
Devices and techniques are generally described for natural language processing interfaces. In various examples, first natural language data may be received from an input device. First embedding data representing the first natural language data may be generated. A nearest neighbor algorithm may determine first data representing similarity between the first embedding data and second embedding data, the second embedding data representing second natural language data associated with a first skill. The nearest neighbor algorithm may determine second data representing similarity between the first embedding data and third embedding data, the third embedding data representing third natural language data associated with a second skill. First output data that indicates that the first skill and the second skill are candidates for processing the first natural language data may be generated.
Systems and methods are provided for determining trends and products that match those trends. Trends can be identified from product information by determining product types and product attribute groupings and using time series data from a time series data service. Products can be mapped to trends by performing a textual and visual similarity matching between trends and products. A score for each product may be calculated by how many trends a product maps to in addition to user activity regarding that product. The scored products may be presented to users for purchase by trend categories or based on a general trend category.
Access restrictions are enforced for fine-tuning a machine learning model. A request to fine tune a machine learning model is received. The machine learning model may be subject to provider access restrictions. Tuning data for fine-tuning the machine learning model may be subject to consumer access restrictions. Fine-tuning may be performed that enforces both the provider access restrictions and consumer access restrictions to generate a tuned set of weights that are combinable with weights of the trained machine learning model to perform inferences as a fine-tuned machine learning model.
Cameras installed at a facility capture images over periods of time and detect features such as locations of hands, heads or other body parts within the images. Time series of data regarding such features are provided to machine learning systems to determine whether an event such as a taking or a return of the item is depicted within the images, or whether no such event is detected. The time series are provided to the machine learning system in an iterative manner, with time series associated with a set of baseline features provided to the machine learning system first. If an event is not detected and associated with an actor based on the baseline features, time series associated with supplemental features are successively provided to the machine learning system, along with the time series associated with the baseline features, until the event is detected and associated with an actor.
Systems and methods for natural language processing policies are disclosed. For example, content such as a response to a user command and/or user input such as a customer review, may be analyzed to determine if the content deviates from one or more content policies and to determine a severity of the content-policy deviation(s). A system may determine a number of content-policy deviations associated with the content and whether the content includes an indicator of a person, such as a pronoun and/or a proper noun. Content that includes multiple content-policy deviations and/or that includes an indicator of a person may be determined to be more severe than other deviated content. Applications associated with deviated content may be ranked and corrective action may be taken based on the ranking.
Systems, devices, and methods are provided for training and/or inferencing using machine-learning models. In at least one embodiment, an identity embedding and a content embedding are extracted from training media data, such as training audio data and/or training visual data. The identity embedding may encode information relating to a person's voice and/or visual properties. A decoder may be trained to create synthetic media, such as audio and visual content, based on identity and content embeddings.
A multi-processor communication framework (MCF) based on Transmission Control Protocol/Internet Protocol (TCP/IP) architecture is defined that can be used for inter-processor communication between heterogenous processing nodes. The MCF includes an application layer, a transport layer, a network layer, and an inter-processor communication (IPC) layer for each processing node. The IPC layer can be used to facilitate data transfer between two processing nodes via a physical channel within an electronic device, or through shared memory. The MCF can support multicast, broadcast, unicast, and zero-copy features like the TCP/IP stack.
The application is directed to receiving an alignment model and a prompt to evaluate and generate a response using a large language model. The large language model populates tokens for potential responses based on framework parameters and evaluates the potential responses using an alignment model. The alignment model can be utilized or selected for a prompt at decoding-time and can be used to select a potential response to use to create an output.
A database system with multiple logs uses a summary log to speed recovery of the database in the event of a crash at the storage nodes. The database durability system is able to operate with higher throughput using multiple logs as opposed to a single log, because a database durability system using a single log is vulnerable to a bottleneck. Additionally, transactions can be durable and can be acknowledged to a requesting client as committed without waiting for a summary acknowledgement to be written to a summary log.
G06F 11/14 - Error detection or correction of the data by redundancy in operation, e.g. by using different operation sequences leading to the same result
The present disclosure generally relates to a policy management service that can receive control policy inputs from customers that correspond to a service context. The policy management service parses the control policy input to identify at least one network service and a control policy corresponding to the identified network service. Additionally, the policy management service then identifies one additional network service that has been characterized as a complimentary function to the identified network service. The policy management service can translate or generate additional control policies for the identified additional network service that correspond to the previously identified control policy.
To provide native hardware support for complex operations such as a beam search operation, an integrated circuit device can be implemented with multiple computational circuit blocks coupled in series to form a pipeline. Each computational circuit block includes an arithmetic logic unit (ALU) circuit having a first numeric input, a second numeric input, a primary result output, and a secondary output. The ALU circuit is programmable to perform an arithmetic operation on the first numeric input and the second numeric input to generate the primary result output, and provide one of the first numeric input or the second numeric input to the secondary output, which is fed back to the ALU circuit.
G06F 7/57 - Arithmetic logic units [ALU], i.e. arrangements or devices for performing two or more of the operations covered by groups or for performing logical operations
G06F 5/01 - Methods or arrangements for data conversion without changing the order or content of the data handled for shifting, e.g. justifying, scaling, normalising
Technologies for compilers that implement non-power of two Fast Fourier Transform (FFT) algorithms are described. The non-power of two FFT algorithm uses a recursive function to generate a hardware design of a set of compute blocks of a fixed-point digital signal processor (DSP) and routing data between the compute blocks. The compiler receives input specifying a sequence of indexes and a bit width of the fixed-point DSP and performs a process. The process splits the sequence using a recursive loop, determines a number of multiplications in the hardware design, and generates a trace graph of the non-power of two FFT algorithm. The process is entered via the recursive function and exists when the recursive loop decrements to a specified value corresponding to a Radix-3 or Radix-2. The compiler outputs data, including the hardware design, the number of multiplications in the hardware design, and the trace graph.
A system for generating recommended computing resource configurations for machine learning services is described. The system includes computing resources to host a machine learning model. The system includes a machine learning recommendation service to receive, from a client via an interface, a request to monitor the computing resources. The recommendation service monitors the machine learning model, including recording utilization metrics of the computing resources, recording the different inference requests, and recording the respective inferences. The recommendation service generates a recommended computing resource configuration for the machine learning model based on the utilization metrics and an optimization objective for utilizing computing resources. The recommendation service determines to provide the recommended computing resource configuration based on an accuracy analysis performed for the machine learning model deployed on the recommended computing resource configuration. The recommendation service provides the recommended computing resource configuration for the deployed machine learning model.
Approaches presented herein relate to the monitoring of network traffic, and identification of potentially malicious behavior, in a networked resource environment. Values for key features of interest can be extracted from monitored network traffic. This data can be aggregated for one or more data dimensions, such as for a given region, and modeling can be performed to generate distributions for those values in that region. A threshold can be applied to this distribution to identify anomalous activity, where the same threshold can be applied to distributions for different regions and the values that meet or exceed that threshold will differ across regions based at least in part upon different levels of activity or different behavior. Such an approach scales with changes in the amount or type of traffic to be monitored, and can handle very large numbers of resources and volumes of traffic. If potentially malicious behavior is identified, one or more remedial or mitigation actions may be taken.
(1) Downloadable chatbot software for providing information and technical support regarding documentation, development, and integration of streaming media devices and applications; downloadable computer software featuring an artificial intelligence-based virtual assistant for accessing, searching, and retrieving technical documentation, product specifications, and integration guidance relating to streaming media devices, smart televisions, and connected home entertainment systems; downloadable chatbot software for answering questions and providing technical support information in the field of development, integration, certification, and operation of streaming media applications and living room devices. (1) Providing online electronic messaging services for transmission of messages concerning technical support, documentation, and integration of streaming media devices, applications, and connected home entertainment systems; transmission of messages and data via computer networks featuring chatbot-based communication interfaces for providing information and support relating to streaming media devices and digital video streaming services.
(2) Software as a service (SaaS) services featuring non-downloadable software for providing information and technical support regarding documentation, development, and integration of streaming media devices and applications; software as a service (SaaS) services featuring non-downloadable software for providing an artificial intelligence-based virtual assistant for accessing, searching, and retrieving technical documentation, product specifications, and integration guidance relating to streaming media devices, smart televisions, and connected home entertainment systems; software as a service (SaaS) services featuring non-downloadable software for answering questions and providing technical support information in the field of development, integration, certification, and operation of streaming media applications and living room devices.
09 - Scientific and electric apparatus and instruments
42 - Scientific, technological and industrial services, research and design
45 - Legal and security services; personal services for individuals.
Goods & Services
Multifunctional electronic devices for voice recognition, natural language processing, appointment and task reminders, and researching and summarizing information; Personal digital assistants; Sound recording and sound reproducing apparatus; Downloadable computer software for speech recognition; Downloadable computer software for voice recognition, natural language processing, appointment and task reminders, and researching and summarizing information; Downloadable computer software for summarizing speech; Downloadable artificial intelligence personal assistant software for performing tasks or services on behalf of a user that is activated by user input, location awareness, and online information; Electronic personal assistant device incorporating advanced processing capabilities and microphone system designed to provide continuous AI presence and assistance; Downloadable computer programs and downloadable computer software for machine-learning based language and speech processing software; Downloadable computer software for connecting, operating, integrating, controlling, and managing networked consumer electronic devices via wireless networks; Operating software for machine-learning based language and speech processing software; Operating software for connecting, operating, integrating, controlling, and managing networked consumer electronic devices via wireless networks; Downloadable or embedded intent recognition and user intent fulfillment software for deep learning, machine learning, pattern recognition, and predictive analytics. Providing temporary use of non-downloadable software for voice command and recognition software, speech-to-text conversion software, and voice-enabled software applications for personal information management; Offering software as a service (SaaS) featuring computer software for use as an application programming interface (API) for the development, testing, and integration of AI-driven personal assistant applications; Providing temporary use of non-downloadable software for connecting, operating, integrating, controlling, and managing networked consumer electronic devices, home climate devices, and lighting products via wireless networks; Providing temporary use of non-downloadable software for use in controlling, integrating, operating, connecting, and managing voice-controlled information devices, namely, cloud-connected and voice-controlled smart consumer electronic devices and electronic personal assistant devices; Providing temporary use of non-downloadable software for managing and facilitating payment transactions, including electronic funds transfer and currency conversion; offering software as a service (SaaS) featuring software for sending and receiving electronic messages, notifications, and alerts; Offering software as a service (SaaS) featuring computer software for accessing, browsing, and searching online databases, audio, video, and multimedia content; Application service provider (ASP) services featuring software for controlling, integrating, operating, connecting, and managing voice controlled information devices, namely, cloud-connected and voice-controlled smart consumer electronic devices and electronic personal assistant devices; Software as a service (SaaS) services featuring software using artificial intelligence for indexing, integrating, and retrieving data for both internal applications and external communication; Providing subscription-based temporary use of online non-downloadable software for the provision of virtual personal assistant services; Providing subscription-based temporary use of online non-downloadable intelligent personal assistant software for providing information in response to user-generated inquiries; providing subscription-based temporary use of online non-downloadable computer software for simulating conversations; Platform as a service (PaaS) featuring computer software platforms for voice command and recognition software, intent recognition and user intent fulfillment software for deep learning, machine learning, pattern recognition, and predictive analytics; Artificial intelligence as a service (AIaaS) services featuring software using artificial intelligence (AI) for voice command and recognition, user intent fulfillment, managing and operating internet of things (IoT) devices, facilitating e-commerce transactions, and database management. Personal concierge services for others comprising making requested personal arrangements and reservations and providing customer-specific information to meet individual needs; Subscription services, namely, provision of subscription-based access to personal concierge services; Security services for the protection of property and individuals, namely, home security services for the protection of people and tangible property, and personal security services for the protection of people and tangible property.
09 - Scientific and electric apparatus and instruments
38 - Telecommunications services
42 - Scientific, technological and industrial services, research and design
Goods & Services
Downloadable chatbot software for providing information and technical support regarding documentation, development, and integration of streaming media devices and applications; downloadable computer software featuring an artificial intelligence-based virtual assistant for accessing, searching, and retrieving technical documentation, product specifications, and integration guidance relating to streaming media devices, smart televisions, and connected home entertainment systems; downloadable chatbot software for answering questions and providing technical support information in the field of development, integration, certification, and operation of streaming media applications and living room devices. Providing online electronic messaging services for transmission of messages concerning technical support, documentation, and integration of streaming media devices, applications, and connected home entertainment systems; transmission of messages and data via computer networks featuring chatbot-based communication interfaces for providing information and support relating to streaming media devices and digital video streaming services. Software as a service (SaaS) services featuring non-downloadable software for providing information and technical support regarding documentation, development, and integration of streaming media devices and applications; software as a service (SaaS) services featuring non-downloadable software for providing an artificial intelligence-based virtual assistant for accessing, searching, and retrieving technical documentation, product specifications, and integration guidance relating to streaming media devices, smart televisions, and connected home entertainment systems; software as a service (SaaS) services featuring non-downloadable software for answering questions and providing technical support information in the field of development, integration, certification, and operation of streaming media applications and living room devices.
09 - Scientific and electric apparatus and instruments
38 - Telecommunications services
42 - Scientific, technological and industrial services, research and design
Goods & Services
Downloadable chatbot software for providing information and technical support regarding documentation, development, and integration of streaming media devices and applications; downloadable computer software featuring an artificial intelligence-based virtual assistant for accessing, searching, and retrieving technical documentation, product specifications, and integration guidance relating to streaming media devices, smart televisions, and connected home entertainment systems; downloadable chatbot software for answering questions and providing technical support information in the field of development, integration, certification, and operation of streaming media applications and living room devices Providing online electronic messaging services for transmission of messages concerning technical support, documentation, and integration of streaming media devices, applications, and connected home entertainment systems; transmission of messages and data via computer networks featuring chatbot-based communication interfaces for providing information and support relating to streaming media devices and digital video streaming services Software as a service (SaaS) services featuring non-downloadable software for providing information and technical support regarding documentation, development, and integration of streaming media devices and applications; software as a service (SaaS) services featuring non-downloadable software for providing an artificial intelligence-based virtual assistant for accessing, searching, and retrieving technical documentation, product specifications, and integration guidance relating to streaming media devices, smart televisions, and connected home entertainment systems; software as a service (SaaS) services featuring non-downloadable software for answering questions and providing technical support information in the field of development, integration, certification, and operation of streaming media applications and living room devices
09 - Scientific and electric apparatus and instruments
Goods & Services
(1) Semiconductors; microcomputers; microprocessors; applications processors, namely, general purpose microprocessors; semiconductors and microprocessors sold as a component of consumer electronic devices; semiconductors and microprocessors sold as a component of security devices, security alarms, and monitoring apparatus; semiconductors and microprocessors sold as a component of computer hardware and computer hardware networking devices.
39.
DIGITAL TWIN MODELS FOR COMPONENTS AND SYSTEMS OF COMPONENTS
A digital twin service of a provider network allows a user to build high fidelity models (“digital twins”) for components and for systems of multiple components. For a given component, the digital twin service receives, from a user, identification of interactions for the component (e.g., inputs/outputs at the boundary), identification of data sources at the system (e.g., sensor that stream data), and/or a definition of behavior of the component (e.g., one or more behavior functions to simulate the component). The digital twin service builds a digital twin model of the component based at least on the interactions, the data sources, and the behavior. The digital twin service may also receive, from the user, an indication to bind one or more outputs of the digital twin model to one or more inputs of at least another of the digital twin models to build a digital twin model of the system.
Systems and methods are provided to output audio data based on metadata associated with the audio data. A system can provide a buffer command to a plurality of computing devices. Based on providing the buffer command, the system can obtain, from the plurality of computing devices, a plurality of sets of audio data and a plurality of sets of metadata. The system can identify, for each time period of a plurality of time periods, a respective audio frame from the plurality of sets of audio data based on the plurality of sets of metadata. The system can generate a continuous audio stream based on identifying the respective audio frames and can route an output based on the continuous audio stream to a computing system.
G06F 16/683 - Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
G10K 11/178 - Methods or devices for protecting against, or for damping, noise or other acoustic waves in general using interference effectsMasking sound by electro-acoustically regenerating the original acoustic waves in anti-phase
H03G 3/30 - Automatic control in amplifiers having semiconductor devices
41.
SIMILAR PLAY RETRIEVAL SYSTEM FOR VIDEO ENHANCEMENTS
Systems and techniques are described for similar play retrieval for video enhancements. In various examples, first tracking data representing first respective locations of a first plurality of players at a first time may be received. First embedding data representing a formation of the first plurality of players at the first time may be generated based at least in part on the first tracking data. Second embedding data may be determined by searching a first data store using the first embedding data. The first data store may include a plurality of historical embeddings representing past plays. A first historical play associated with the second embedding data may be determined.
Systems and methods are described that relate to managing independent systems that distribute a resource to multiple groups. In some examples, parameters control the number of distributions executed to the groups. Based, at least in part, on the number of distributions made to the groups from the systems, the distribution of the resource is throttled.
Techniques for creating and updating natural language summaries representing personalized user knowledge (e.g., user interests, user affinities, user preferences, family structure, routines, and other insights) based on conversational interactions with and other natural language content available to an AI system are described. In some embodiments, to provide a more personalized service, a system can use a generative model to summarize learnings about a user and determine helpful nuanced insights about the user such as “the user is learning how to play guitar.” This “user knowledge” can be updated based on further (later) conversations with the user, where updating can involve negating or deleting stored information, adding to or modifying stored information, etc.
A cavity-mediated quantum gate, such as a quantum controlled phase gate, may be formed by concurrently driving a first qubit and a second qubit at or near a resonant frequency of an oscillator via which the first qubit is coupled to the second qubit.
09 - Scientific and electric apparatus and instruments
Goods & Services
Semiconductors; microcomputers; microprocessors; applications processors, namely, general purpose microprocessors; semiconductors and microprocessors sold as a component of consumer electronic devices; semiconductors and microprocessors sold as a component of security devices, security alarms, and monitoring apparatus; semiconductors and microprocessors sold as a component of computer hardware and computer hardware networking devices.
46.
Appliance energy estimation based on voltage sensing
Described are systems, methods, and apparatus that determine appliance energy usage based on voltage signals sensed at a standard electrical outlet anywhere in an electrical circuit of a location, such as a home or residence, without the need of current measurement of the electrical circuit. Voltage measurements at the electrical outlet may be used to determine a resistance of a line wire of a service drop to a service panel of the location from a transformer that provides power to the location. Likewise, voltage measurements at the electrical outlet may be used to determine a voltage into the service panel. The voltage into the service panel and the resistance at the line wire can be used to determine a current of an appliance operating the location.
Techniques and systems can partition data with a partition key to provide data partitioned based on the partition key. Data writes to the data partitioned based on the partition key can be analyzed to identify a predicate shared by at least a plurality of the data writes. That predicate can be used to reparation the data to generate other partitioned data or to replace the data partitioned based on the partition key.
Techniques are described for enabling a container service of a cloud provider network to detect imbalances of container placements across a selected set of availability zones (AZs) and to automatically rebalance placement of the containers, if needed. An actual distribution of containers may differ from an expected distribution according to a configured placement strategy, e.g., due to an outage or other operational issue affecting one or more of the AZs, scaling operations over time, and the like. In these and other scenarios, the container service can rebalance placement of the containers by terminating one or more containers in one or more of the AZs and launching additional containers in one or more other AZs to restore a more desirable balance. The periodic rebalancing of containers in this manner improves a container-based application's ability to load balance demand and further improves application availability by ensuring sufficient capacity is spread across multiple AZs.
G06F 9/50 - Allocation of resources, e.g. of the central processing unit [CPU]
G06F 11/14 - Error detection or correction of the data by redundancy in operation, e.g. by using different operation sequences leading to the same result
Techniques for handling natural language query processing are described. In some examples, semantic meanings of words are determined during the natural language query processing. These semantic meanings are generated from metadata associated with the query and are to be used by an entity linker to help the linker link candidates to columns.
A system for estimating a delivery is disclosed. The system generates delivery time predictions, and generates a confidence score for each time prediction. The system also generates a publication determination for each particular time prediction based on the confidence score associated with each particular time prediction. The publication determination indicates whether to publish the particular time prediction or to not publish the particular time prediction.
This disclosure describes, in part, techniques for calibrating positions of weight sensors for use in systems for tracking items within a facility. The techniques provide for receiving weight sensor data and image sensor data from sensors of a facility. The image sensor data is used to identify an event and corresponding data is identified from the weight sensor data to associate the weight sensor with a location identified with the event from the image data. The location may be associated with the weight sensor data for detecting and identifying items during subsequent events and interactions.
G06Q 10/087 - Inventory or stock management, e.g. order filling, procurement or balancing against orders
G01G 19/40 - Weighing apparatus or methods adapted for special purposes not provided for in groups with provisions for indicating, recording, or computing price or other quantities dependent on the weight
G06T 7/70 - Determining position or orientation of objects or cameras
G06V 20/40 - ScenesScene-specific elements in video content
52.
Systems for generation of 3D models based on images of items
A three-dimensional model for an item is generated using two-dimensional images of the item. Based on the category of the item, bounding boxes in input images that include portions of the item are determined, and a segmentation algorithm is used to generate masks that include specific pixels that represent portions of the item. The generated masks are used in combination with a constructive solid geometry algorithm to create a three-dimensional model of the item. The model is then used to generate a two-dimensional image with pixels that represent portions of the item, each pixel being mapped to a corresponding pixel of an input image. The color and texture values of the input image are associated with the corresponding pixels in the two-dimensional image, which are used to provide the model with colors and textures of the item. This provides a simulated image of the item as worn by a user.
A technique for improving the computational time for performing a non-maximum suppression operation may include receiving a request to perform a non-maximum suppression operation on a set of candidate predictions of a computing task, and performing a statistical analysis on a set of confidence scores to reduce the set of candidate predictions. Candidate predictions from the reduced set of candidate predictions are provided as the result of the non-maximum suppression operation.
G06V 10/75 - Organisation of the matching processes, e.g. simultaneous or sequential comparisons of image or video featuresCoarse-fine approaches, e.g. multi-scale approachesImage or video pattern matchingProximity measures in feature spaces using context analysisSelection of dictionaries
G06N 3/04 - Architecture, e.g. interconnection topology
G06V 10/22 - Image preprocessing by selection of a specific region containing or referencing a patternLocating or processing of specific regions to guide the detection or recognition
G06V 10/26 - Segmentation of patterns in the image fieldCutting or merging of image elements to establish the pattern region, e.g. clustering-based techniquesDetection of occlusion
G06V 30/194 - References adjustable by an adaptive method, e.g. learning
The AI detection system processes content. The AI detection system extracts text with optical character recognition technology. A machine learning model is applied to the text to determine a likelihood of whether the text was generated by AI. A machine learning model is applied to the text to determine a likelihood whether the text includes a flaggable claim. A machine learning model can be applied to the image to determine a likelihood of whether the image was generated by AI. The AI detection system causes an indicator, such a warning, to also be presented to the user computing device that received the content.
An interactive system may be implemented in part by an audio device located within a user environment, which may accept speech commands from a user and may also interact with the user by means of generated speech. In order to improve performance of the interactive system, a user may use a separate device, such as a personal computer or mobile device, to access a graphical user interface that lists details of historical speech interactions. The graphical user interface may be configured to allow the user to provide feedback and/or corrections regarding the details of specific interactions.
Techniques for biasing for entities during automatic speech recognition (ASR) processing are described. In some embodiments, a system implements a gating component that is configured to switch on and off entity biasing on an audio frame basis when processing a spoken input. The gating component processes an audio frame to determine whether the audio frame likely includes a representation of a custom entity. Based on the determination, a biasing component, which is configured to generate entity embeddings, may be turned on or off. In this manner, entity biasing does not run on every audio frame, but only on the audio frames where it can be helpful in increasing ASR accuracy.
Techniques for detecting machine learning model drift are described. Model drift can result in the model misclassifying inputs. A system for detecting drift in natural language processing (NLP) models involves determining high-dimensional embeddings of inputs and high-dimensional embeddings of training samples, reducing the high-dimensional embeddings to low-dimensional embeddings, and comparing the low-dimensional embeddings to determine whether the inputs are statistically different than the training samples. When the inputs are statistically different than the training samples, model drift is detected, and retraining of the model may be performed. The system can detect drift in other classification models as well and can process with respect to other types of inputs (e.g., audio, image, etc.).
G06V 10/764 - Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
G06V 10/774 - Generating sets of training patternsBootstrap methods, e.g. bagging or boosting
G10L 15/02 - Feature extraction for speech recognitionSelection of recognition unit
G10L 15/18 - Speech classification or search using natural language modelling
G10L 15/183 - Speech classification or search using natural language modelling using context dependencies, e.g. language models
G10L 15/22 - Procedures used during a speech recognition process, e.g. man-machine dialog
G10L 25/30 - Speech or voice analysis techniques not restricted to a single one of groups characterised by the analysis technique using neural networks
G10L 25/51 - Speech or voice analysis techniques not restricted to a single one of groups specially adapted for particular use for comparison or discrimination
58.
Multi-domain fine-tuning for contextual adapters of automatic speech recognition
Multi-stage fine-tuning for customizing automatic speech recognition with contextual adapters is performed. Entities to customize automatic speech recognition are received and used in an automatic speech recognition pipeline with a fine-tuned version of a speech recognition machine learning model and a fine-tuned version of a contextual adapter. The speech recognition machine learning model and the contextual adapter are fine-tuned in stages that include an initial stage that fine-tunes the speech recognition machine learning model using training data that includes multiple domains and subsequent tuning stages that freeze the speech recognition machine learning model while tuning the contextual adapter and tune the speech recognition machine learning model again.
A system may include machine learning models. A system may receive audio information representing an utterance of a conversation session. A system may divide the audio information into a plurality of audio portions. A system may evaluate a first audio portion using a tone-based sentiment analysis model to generate sentiment probabilities. A system may determine a first positive sentiment probability exceeds a threshold. A system may generate a textual representation of the first audio portion. A system may evaluate the textual representation using a topic identification model to generate a topic result indicating a topic. A system may evaluate a second audio portion using the tone-based sentiment analysis model to generate second sentiment probabilities. A system may determine a second positive sentiment probability does not exceed the threshold.
Techniques for improving query generation (or generation of an input to another component) by a language model are described. In some embodiments, the generated query is used to retrieve API calls relevant for responding to a user input. The language model can be finetuned using language model generated queries. Results retrieved using the generated query are evaluated against ground truth data to determine performance metrics data, which may be based on a ranking of the ground truth API call in the retrieved results. Based on the performance metrics data, training data including the generated query can be used to update/finetune the language model may be determined. Updating of the language model may be initiated based on feedback corresponding to the generated query.
Described are apparatus, systems, and methods that are operable to periodically detected and record a voice of a user associated with or wearing a wearable device. As described, the wearable device apparatus is configured to transition various components of the device between a low power state and an active state to determine if audio data that includes voice is detected. If voice is not detected, the components are transitioned back to the low power state, thereby conserving power of the wearable device. If voice is detected, the audio data that includes that voice is collected for further processing.
Dialog acts (e.g., questions) are selected for voice browsing by a model trained to identify a dialog act that is most likely to lead to a desired outcome. Upon receiving an invocation to begin a conversation, a score indicative of a level of confidence that the conversation will have a successful outcome is determined, and a dialog act is selected based on the score. Subsequently, at each turn of the conversation, the score is updated or a new score is calculated, and a dialog act is selected based on the updated or new score. Confidence scores are calculated based on input features that are determined based on the user who uttered the invocation or responses to dialog acts, as well as a context of the conversation, and provided to a linear model or a machine learning model as inputs.
A gateway uplink to a satellite may use cross-polarization interference cancellation (XPIC). The uplink may utilize two frequencies, each using XPIC. Data may be transferred by these four avenues: two polarizations and two frequencies. Onboard the satellite, radio-frequency front end hardware detects the signal and produces as output in-phase (I) and quadrature (Q) data for each frequency and polarization. First IQ data is processed by a first pair of modems and second IQ data is processed by a second pair of modems. Each pair of modems processes the respective IQ data to implement XPIC. The first pair is connected to a network processor. The second pair is daisy-chained via the first pair to the network processor. During a failure in the second pair, XPIC ceases and connections previously used to exchange IQ data are used to transfer network data between the second pair and then to the network processor.
Systems and methods are provided to output audio data based on device parameters of one or more computing devices. A system can obtain audio data associated with one or more first computing devices and synchronize the audio data based on the one or more first computing devices being located at a first location. The system can determine an entity associated with the synchronized audio data. Based on synchronizing the audio data and determining the entity, the system can route the synchronized audio data and an identifier of the entity to a media management system for transmission to a second computing device based on the second computing device being located at a second location.
Systems and methods are provided for peak event testing. The systems and methods enable spoofing a network address (such as a subnet or an IP address) for DNS queries during testing, thereby causing the DNS resolver to return a point of presence (POP) that is location-optimized for the spoofed client. Spoofing the DNS query can diversify the CDN PoPs used during testing without requiring a CDN to make any changes.
G06F 13/00 - Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
H04L 61/4511 - Network directoriesName-to-address mapping using standardised directoriesNetwork directoriesName-to-address mapping using standardised directory access protocols using domain name system [DNS]
H04L 61/59 - Network arrangements, protocols or services for addressing or naming using proxies for addressing
H04L 101/668 - Internet protocol [IP] address subnets
66.
Suspension system for high-aspect ratio audio transducer
An audio transducer includes a frame and a suspension system at least partially disposed in the frame. The suspension system has a first axis, a second axis, a first section disposed along the first axis, a second section disposed along the first axis, a third section disposed along the second axis, and a fourth section disposed along the second axis. The first section has one or more first corrugations, the second section has one or more second corrugations, the third section has one or more third corrugations different than the one or more first corrugations, and the fourth section has one or more fourth corrugations different than the one or more first corrugations.
A computing device for monitoring a sleep stage of a user in a contactless manner includes a processor, a radar unit, and a memory. The processor executes instructions from memory to cause the computing device to perform a series of signal processing methodologies on the waveforms received from the radar unit to accurately determine the sleep stage of the user in a contactless manner.
Technologies directed to a customer terminal (CT) establishing and maintaining a communication link with a satellite (SAT) in a satellite network during a Global navigation satellite system (GNSS) outage are described. One method includes establishing a communication link using position and velocity information of the CT. The method receives, at a first time, first timing information from a GNSS and updates a first clock of the CT accordingly. The method determines, at a second time after the first time, second timing information representing a clock drift between the first clock of the CT and a second clock of the SAT. The second timing information is derived from messages exchanged between the SAT and the CT prior to the second time. The method updates, using the second timing information, the first clock of the CT.
G01S 19/25 - Acquisition or tracking of signals transmitted by the system involving aiding data received from a cooperating element, e.g. assisted GPS
G01S 19/05 - Cooperating elementsInteraction or communication between different cooperating elements or between cooperating elements and receivers providing aiding data
G01S 19/11 - Cooperating elementsInteraction or communication between different cooperating elements or between cooperating elements and receivers providing dedicated supplementary positioning signals wherein the cooperating elements are pseudolites or satellite radio beacon positioning system signal repeaters
G01S 19/29 - Acquisition or tracking of signals transmitted by the system carrier related
An optimization algorithm is disclosed to reduce the number of data shuffle operators in a data flow graph representing a neural network model for a neural network. The optimization algorithm can identify single-entry single-exit (SESE) regions in the data flow graph and select the SESE regions that comprise only the data shuffle operators. An affine map for each selected SESE region can be generated from an input of the selected SESE region to an output of the selected SESE region. An affine shuffle operator corresponding to an affine map for a selected SESE region can replace that SESE region if an implementation cost of the affine map is lower than the implementation cost of the SESE region. Thus, by replacing the selected SESE regions comprising multiple data shuffle operators with corresponding affine shuffle operators, it is possible to reduce the total number of operators in the data flow graph and optimize the neural network model.
Techniques for generating an executable API call for an LLM-generated request, where the executable API call is usable to cause a component to generate a potential response to a user input, are described. In some embodiments, the system receives a user input and uses a language model to generate a request for a component to provide a potential response to the user input. The system uses the request, an API description corresponding to the component, and other information not available to the language model during processing to generate an executable API call corresponding to the request. The system can execute the executable API calls (in a system-determined order or concurrently) to cause the corresponding components to generate potential responses to the user input.
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
38 - Telecommunications services
41 - Education, entertainment, sporting and cultural services
42 - Scientific, technological and industrial services, research and design
Goods & Services
Scientific, research, navigation, surveying, photographic, cinematographic, audiovisual, optical, weighing, measuring, signalling, detecting, testing, inspecting, life-saving and teaching apparatus and instruments; apparatus and instruments for conducting, switching, transforming, accumulating, regulating or controlling the distribution or use of electricity; apparatus and instruments for recording, transmitting, reproducing or processing sound, images or data; recorded and downloadable media, computer software, blank digital or analogue recording and storage media; mechanisms for coin-operated apparatus; cash registers, calculating devices; computers and computer peripheral devices; diving suits, divers’ masks, ear plugs for divers, nose clips for divers and swimmers, gloves for divers, breathing apparatus for underwater swimming; fire-extinguishing apparatus; apparatus for recording, transmission or reproduction of sound or images; televisions, namely, television sets, LCD television sets, PDP television sets, projection television sets, television monitors, receivers, decoders, transmitters, and programmable digital television recorders; displays for television receivers, namely, OLED televisions, plasma display panels, LED displays, LCD monitors, computer monitors, liquid crystal displays, and display projection screens; remote controls, namely, remote controllers, universal remote controls, and remote controls for portable and handheld electronic devices, computers, televisions, audio speakers, video monitors, media players and recorders, game players, entertainment systems, home theatre systems, home automation hubs, and consumer electronic devices; DVD players; portable media players; digital audio and video players; digital media streaming devices; digital video players; media players; video projectors; video recorders; video streaming devices; sound systems comprising remote controls and components therefor; stereo systems; home theater systems; home entertainment systems; radios; sound alarms; antenna boosters in the nature of antenna amplifiers; transparency projection apparatus; portable computers; tablet computers; electronic book readers; electronic personal organizers; personal digital assistants; global positioning system devices; household video game toys; computer hardware; rechargeable batteries; battery chargers; electrical wires, cables, and adapters; plug-in connectors; electrical power connectors; docking stations; memory cards and memory card readers; audio speakers; microphones; headsets; earphones; protective cases, covers, and stands for portable electronic devices and computers; 3D spectacles; cameras; video telephones; intercommunication apparatus; telecommunications apparatus and instruments; stand-alone voice controlled information devices; voice and data transmitters and receivers; voice-controlled speakers; voice recording and voice recognition apparatus; wireless communication devices for voice, data, or image transmission; digital set-top boxes; downloadable virtual reality game software; head mounted video displays; audiovisual recordings featuring entertainment programs; digital media, namely, prerecorded and downloadable audio, video, and multimedia content featuring entertainment programming, movies, television shows, fiction and non-fiction stories, and music; downloadable computer game software; downloadable application software for televisions and media players, namely, software for controlling playback, browsing and selecting content; application software for streaming audiovisual media content; computer software to enable users to view or listen to audiovisual and multimedia content; computer software for wireless content delivery; computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; downloadable mobile applications for accessing music, audio, video, games, audiovisual, and multimedia content; computer game software; software for processing, downloading, uploading, transmitting, streaming, playing and viewing recorded content, television shows, films, images, digital media, multimedia, audio, and video; software for searching, organizing, recommending, distributing, purchasing, accessing and streaming audiovisual, multimedia, and entertainment content via networks; software for controlling and enabling the streaming of audiovisual content; software for controlling, searching, accessing, displaying, organizing and recommending audiovisual content; software for personalized interactive television programming. Advertising; business management; organization, and administration; office functions; advertising and marketing; digital advertising services; advertising and marketing services, namely, promoting the brands, goods and services of others; advertising consultation; advertising services; inventory management; ad serving, namely, placing advertisements on smart TV platforms, streaming media services and other digital distribution channels for others; providing consumer product information for the purpose of assisting consumers with the selection of general consumer merchandise to meet the consumer’s needs; retail store services and online retail store services featuring electronic devices, accessories, media, downloadable content, and software; subscription-based order fulfillment services in the fields of audiobooks, music, movies, TV shows, videos and games; computerized database and file management. Telecommunications services; broadcasting news supply to those who report; lending of communication equipment; streaming of audio, visual and audiovisual material via the internet and wireless networks; video-on-demand transmission; Internet protocol television (IPTV) transmission services; electronic transmission of streamed and downloadable audio and video files; electronic transmission of information and data; electronic transmission and streaming of digital media content for others via global and local computer networks; transmission and streaming of voice, data, images, films, television programs, audio and audiovisual programs and other digital media content by means of telecommunications networks, wireless communication networks, and the internet; streaming of data featuring music, films, movies, TV shows and games; electronic streaming of TV shows, movies, and audiovisual material; Internet broadcasting services; audio and video broadcasting services; broadcasting of cinematographic films and audiovisual programs; subscription-based audio and video broadcasting services over the Internet; broadcasting services and provision of telecommunication access to films, television programs, audio and audiovisual programs, provided via a video-on-demand service; Internet radio broadcasting services; transmission of webcasts; transmission of digital files and digital content by computer networks, DSL, cable networks, digital download, digital streaming, video-on-demand, near-video-on-demand, TV, free-to-air TV, pay-per-view TV, satellite, cable, telephone or mobile telephone; electronic transmission of digital photo files among Internet users; providing user access to search engines; providing access to online directories, databases, websites, blogs and reference materials; transmission of news; delivery of messages by electronic transmission; electronic transmission of mail and messages; podcasting services; providing an on-line forum for transmission of messages among computer users and the transmission of photos, videos, text, data, images and sound; transmission of interactive television and movie program guides; electronic communication between computers through streaming of data; provision of access time to multimedia materials; provision of telecommunications connections to computer databases; uploading music and photos to the Internet for others. Education; providing of training; entertainment; sporting and cultural activities; providing online music, publications, and games; providing information in the field of entertainment via a global communications network regarding television programs, movies, music, videos, sports, cultural programs and news; development, production, and distribution of television programs, motion pictures, and multimedia entertainment content; rental and presentation of ongoing television programs, motion pictures, and multimedia entertainment content; providing ongoing television, audio, video, and webcast programs; providing entertainment programming by means of telecommunications networks, computer networks, the internet, satellite, wireless communications networks, television, and cable television; providing non-downloadable entertainment programming; providing interactive guides for searching, selecting, recording, and archiving programs; providing entertainment programming via websites and computer applications; providing information in the fields of entertainment, sports, music, current events, documentaries, and arts and culture via websites and computer applications; entertainment information; providing reviews and personalized recommendations; publication and presentation of reviews, surveys, and ratings; current event news reporting; education services, namely, the provision of podcasts, webcasts, and continuing programs accessible via the internet featuring news and commentary in the fields of movies, television programs, audiovisual works, music, books, theatrical works, sporting events, art, cultural events, and multimedia presentations; providing training relating to the use of streaming media platforms, smart televisions, and digital content management systems; entertainment, namely, production of motion pictures, television shows, and multimedia entertainment content; organizing community sporting and cultural events; providing a website featuring non-downloadable audio, video and audiovisual content; providing temporary use of non-downloadable online video games; provision of non-downloadable videos and films via a video-on-demand service; distribution and rental of entertainment content via computerized on-line searching and ordering service; film and video rental services; audio and video recording services; providing a searchable database featuring audiovisual content; providing online radio programming; digital audio, video and multimedia publishing services; entertainment services, namely, providing non-downloadable prerecorded music and audio programs featuring fiction and non-fiction stories; entertainment services in the nature of live visual and audio performances; presenting live musical concerts and performances; providing online profiles of musicians, artists and bands; providing non-downloadable interactive databases for managing and viewing audiovisual content; providing online newsletters in the field of television, movies, and videos; game services provided on-line; providing karaoke services; radio entertainment production; production of radio and television programs; rental of sound recordings; subtitling of films; television entertainment, namely, ongoing television programs in the field of documentary, reality, comedy, music and drama; educational services in the nature of classroom instruction and distance learning on topics of current events, education, history, language, liberal arts, math, business, science, technology, culture, sports, arts, psychology, and philosophy; interactive educational services in the nature of computer-assisted instruction; educational and entertainment services, namely, the provision of podcasts, webcasts, and continuing programs; providing on-line portals in the field of entertainment; providing newsletters and blogs; searchable database services; publishing services; providing ratings and reviews; providing online news, information and commentary; providing non-downloadable interactive resources; providing online newsletters. Scientific and technological services and research and design relating thereto; industrial analysis and research services; design and development of computer hardware and software; technical support services, namely, diagnosing computer hardware and software problems; application service provider (ASP), namely, hosting computer software applications for others; providing temporary use of non-downloadable computer software for controlling stand-alone voice controlled information devices; providing temporary use of non-downloadable computer software to enable users to view or listen to audiovisual and multimedia content; providing temporary use of non-downloadable computer software for creating and providing user access to searchable databases of information and data; providing temporary use of non-downloadable computer software for wireless content delivery; providing temporary use of non-downloadable computer software for sharing information about products, services, and deals; providing temporary use of non-downloadable computer software for electronic storage of data; providing temporary use of non-downloadable computer software for image and speech recognition; providing temporary use of non-downloadable computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; providing temporary use of non-downloadable software for access to communications networks including the Internet; providing temporary use of non-downloadable software for analyzing and recovering data; providing temporary use of non-downloadable computer software for configuring, operating and controlling computers, peripherals, and audiovisual players; providing temporary use of non-downloadable computer game software; electronic data storage; data backup and recovery services; hosting of digital content on the Internet; computer services, namely, creating computer network-based indexes of information, websites and resources; computer services, namely, uploading music and photos to the Internet for others; creating an on-line community for registered users to participate in discussions, get feedback, form virtual communities, and engage in social networking in the fields of books, TV shows, films, music, entertainment, video games, fiction, and non-fiction; creating an on-line community for connecting video players, teams and leagues for the purpose of organizing game and sports activities; providing a website featuring technology that creates personalized movie, TV show, video and music channels for listening, viewing, and sharing; providing an online website featuring technology that enables users to share video game enhancements and game strategies; production of video and computer game software.
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
38 - Telecommunications services
41 - Education, entertainment, sporting and cultural services
42 - Scientific, technological and industrial services, research and design
Goods & Services
Scientific, research, navigation, surveying, photographic, cinematographic, audiovisual, optical, weighing, measuring, signalling, detecting, testing, inspecting, life-saving and teaching apparatus and instruments; apparatus and instruments for conducting, switching, transforming, accumulating, regulating or controlling the distribution or use of electricity; apparatus and instruments for recording, transmitting, reproducing or processing sound, images or data; recorded and downloadable media, computer software, blank digital or analogue recording and storage media; mechanisms for coin-operated apparatus; cash registers, calculating devices; computers and computer peripheral devices; diving suits, divers' masks, ear plugs for divers, nose clips for divers and swimmers, gloves for divers, breathing apparatus for underwater swimming; fire-extinguishing apparatus; apparatus for recording, transmission or reproduction of sound or images; televisions, namely, television sets, LCD television sets, PDP television sets, projection television sets, television monitors, receivers, decoders, transmitters, and programmable digital television recorders; displays for television receivers, namely, OLED televisions, plasma display panels, LED displays, LCD monitors, computer monitors, liquid crystal displays, and display projection screens; remote controls, namely, remote controllers, universal remote controls, and remote controls for portable and handheld electronic devices, computers, televisions, audio speakers, video monitors, media players and recorders, game players, entertainment systems, home theatre systems, home automation hubs, and consumer electronic devices; DVD players; portable media players; digital audio and video players; digital media streaming devices; digital video players; media players; video projectors; video recorders; video streaming devices; sound systems comprising remote controls and components therefor; stereo systems; home theater systems; home entertainment systems; radios; sound alarms; antenna boosters in the nature of antenna amplifiers; transparency projection apparatus; computers; portable computers; tablet computers; electronic book readers; electronic personal organizers; personal digital assistants; global positioning system devices; household video game toys; computer hardware and peripheral devices; rechargeable batteries; battery chargers; electrical wires, cables, and adapters; plug-in connectors; electrical power connectors; docking stations; memory cards and memory card readers; audio speakers; microphones; headsets; earphones; protective cases, covers, and stands for portable electronic devices and computers; 3D spectacles; cameras; video telephones; intercommunication apparatus; telecommunications apparatus and instruments; stand-alone voice controlled information devices; voice and data transmitters and receivers; voice-controlled speakers; voice recording and voice recognition apparatus; wireless communication devices for voice, data, or image transmission; digital set-top boxes; downloadable virtual reality game software; head mounted video displays; audiovisual recordings featuring entertainment programs; digital media, namely, prerecorded and downloadable audio, video, and multimedia content featuring entertainment programming, movies, television shows, fiction and non-fiction stories, and music; downloadable computer game software; downloadable application software for televisions and media players, namely, software for controlling playback, browsing and selecting content; application software for streaming audiovisual media content; computer software to enable users to view or listen to audiovisual and multimedia content; computer software for wireless content delivery; computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; downloadable mobile applications for accessing music, audio, video, games, audiovisual, and multimedia content; computer game software; software for processing, downloading, uploading, transmitting, streaming, playing and viewing recorded content, television shows, films, images, digital media, multimedia, audio, and video; software for searching, organizing, recommending, distributing, purchasing, accessing and streaming audiovisual, multimedia, and entertainment content via networks; software for controlling and enabling the streaming of audiovisual content; software for controlling, searching, accessing, displaying, organizing and recommending audiovisual content; software for personalized interactive television programming. Advertising; business management; organization, and administration; office functions; advertising and marketing; digital advertising services; advertising and marketing services, namely, promoting the brands, goods and services of others; advertising consultation; advertising services; inventory management; ad serving, namely, placing advertisements on smart TV platforms, streaming media services and other digital distribution channels for others; providing consumer product information for the purpose of assisting consumers with the selection of general consumer merchandise to meet the consumer’s needs; retail store services and online retail store services featuring electronic devices, accessories, media, downloadable content, and software; subscription-based order fulfillment services in the fields of audiobooks, music, movies, TV shows, videos and games; computerized database and file management. Telecommunications services; broadcasting news supply to those who report; lending of communication equipment; streaming of audio, visual and audiovisual material via the internet and wireless networks; video-on-demand transmission; Internet protocol television (IPTV) transmission services; electronic transmission of streamed and downloadable audio and video files; electronic transmission of information and data; electronic transmission and streaming of digital media content for others via global and local computer networks; transmission and streaming of voice, data, images, films, television programs, audio and audiovisual programs and other digital media content by means of telecommunications networks, wireless communication networks, and the internet; streaming of data featuring music, films, movies, TV shows and games; electronic streaming of TV shows, movies, and audiovisual material; Internet broadcasting services; audio and video broadcasting services; broadcasting of cinematographic films and audiovisual programs; subscription-based audio and video broadcasting services over the Internet; broadcasting services and provision of telecommunication access to films, television programs, audio and audiovisual programs, provided via a video-on-demand service; Internet radio broadcasting services; transmission of webcasts; transmission of digital files and digital content by computer networks, DSL, cable networks, digital download, digital streaming, video-on-demand, near-video-on-demand, TV, free-to-air TV, pay-per-view TV, satellite, cable, telephone or mobile telephone; electronic transmission of digital photo files among Internet users; providing user access to search engines; providing access to online directories, databases, websites, blogs and reference materials; transmission of news; delivery of messages by electronic transmission; electronic transmission of mail and messages; podcasting services; providing an on-line forum for transmission of messages among computer users and the transmission of photos, videos, text, data, images and sound; transmission of interactive television and movie program guides; electronic communication between computers through streaming of data; provision of access time to multimedia materials; provision of telecommunications connections to computer databases; uploading music and photos to the Internet for others. Education; providing of training; entertainment; sporting and cultural activities; providing online music, publications, and games; providing information in the field of entertainment via a global communications network regarding television programs, movies, music, videos, sports, cultural programs and news; development, production, and distribution of television programs, motion pictures, and multimedia entertainment content; rental and presentation of ongoing television programs, motion pictures, and multimedia entertainment content; providing ongoing television, audio, video, and webcast programs; providing entertainment programming by means of telecommunications networks, computer networks, the internet, satellite, wireless communications networks, television, and cable television; providing non-downloadable entertainment programming; providing interactive guides for searching, selecting, recording, and archiving programs; providing entertainment programming via websites and computer applications; providing information in the fields of entertainment, sports, music, current events, documentaries, and arts and culture via websites and computer applications; entertainment information; providing reviews and personalized recommendations; publication and presentation of reviews, surveys, and ratings; current event news reporting; education services, namely, the provision of podcasts, webcasts, and continuing programs accessible via the internet featuring news and commentary in the fields of movies, television programs, audiovisual works, music, books, theatrical works, sporting events, art, cultural events, and multimedia presentations; providing training relating to the use of streaming media platforms, smart televisions, and digital content management systems; entertainment, namely, production of motion pictures, television shows, and multimedia entertainment content; organizing community sporting and cultural events; providing a website featuring non-downloadable audio, video and audiovisual content; providing temporary use of non-downloadable online video games; provision of non-downloadable videos and films via a video-on-demand service; distribution and rental of entertainment content via computerized on-line searching and ordering service; film and video rental services; audio and video recording services; providing a searchable database featuring audiovisual content; providing online radio programming; digital audio, video and multimedia publishing services; entertainment services, namely, providing non-downloadable prerecorded music and audio programs featuring fiction and non-fiction stories; entertainment services in the nature of live visual and audio performances; presenting live musical concerts and performances; providing online profiles of musicians, artists and bands; providing non-downloadable interactive databases for managing and viewing audiovisual content; providing online newsletters in the field of television, movies, and videos; game services provided on-line; providing karaoke services; radio entertainment production; production of radio and television programs; rental of sound recordings; subtitling of films; television entertainment, namely, ongoing television programs in the field of documentary, reality, comedy, music and drama; educational services in the nature of classroom instruction and distance learning on topics of current events, education, history, language, liberal arts, math, business, science, technology, culture, sports, arts, psychology, and philosophy; interactive educational services in the nature of computer-assisted instruction; educational and entertainment services, namely, the provision of podcasts, webcasts, and continuing programs; providing on-line portals in the field of entertainment; providing newsletters and blogs; searchable database services; publishing services; providing ratings and reviews; providing online news, information and commentary; providing non-downloadable interactive resources; providing online newsletters; radio entertainment; subtitling. Scientific and technological services and research and design relating thereto; industrial analysis and research services; design and development of computer hardware and software; technical support services, namely, diagnosing computer hardware and software problems; application service provider (ASP), namely, hosting computer software applications for others; providing temporary use of non-downloadable computer software for controlling stand-alone voice controlled information devices; providing temporary use of non-downloadable computer software to enable users to view or listen to audiovisual and multimedia content; providing temporary use of non-downloadable computer software for creating and providing user access to searchable databases of information and data; providing temporary use of non-downloadable computer software for wireless content delivery; providing temporary use of non-downloadable computer software for sharing information about products, services, and deals; providing temporary use of non-downloadable computer software for electronic storage of data; providing temporary use of non-downloadable computer software for image and speech recognition; providing temporary use of non-downloadable computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; providing temporary use of non-downloadable software for access to communications networks including the Internet; providing temporary use of non-downloadable software for analyzing and recovering data; providing temporary use of non-downloadable computer software for configuring, operating and controlling computers, peripherals, and audiovisual players; providing temporary use of non-downloadable computer game software; electronic data storage; data backup and recovery services; hosting of digital content on the Internet; computer services, namely, creating computer network-based indexes of information, websites and resources; computer services, namely, uploading music and photos to the Internet for others; creating an on-line community for registered users to participate in discussions, get feedback, form virtual communities, and engage in social networking in the fields of books, TV shows, films, music, entertainment, video games, fiction, and non-fiction; creating an on-line community for connecting video players, teams and leagues for the purpose of organizing game and sports activities; providing a website featuring technology that creates personalized movie, TV show, video and music channels for listening, viewing, and sharing; providing an online website featuring technology that enables users to share video game enhancements and game strategies; production of video and computer game software.
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
38 - Telecommunications services
41 - Education, entertainment, sporting and cultural services
42 - Scientific, technological and industrial services, research and design
Goods & Services
Scientific, research, navigation, surveying, photographic, cinematographic, audiovisual, optical, weighing, measuring, signalling, detecting, testing, inspecting, life-saving and teaching apparatus and instruments; apparatus and instruments for conducting, switching, transforming, accumulating, regulating or controlling the distribution or use of electricity; apparatus and instruments for recording, transmitting, reproducing or processing sound, images or data; recorded and downloadable media, computer software, blank digital or analogue recording and storage media; mechanisms for coin-operated apparatus; cash registers, calculating devices; computers and computer peripheral devices; diving suits, divers' masks, ear plugs for divers, nose clips for divers and swimmers, gloves for divers, breathing apparatus for underwater swimming; fire-extinguishing apparatus apparatus for recording, transmission or reproduction of sound or images; televisions, namely, television sets, LCD television sets, PDP television sets, projection television sets, television monitors, receivers, decoders, transmitters, and programmable digital television recorders; displays for television receivers, namely, OLED televisions, plasma display panels, LED displays, LCD monitors, computer monitors, liquid crystal displays, and display projection screens; remote controls, namely, remote controllers, universal remote controls, and remote controls for portable and handheld electronic devices, computers, televisions, audio speakers, video monitors, media players and recorders, game players, entertainment systems, home theatre systems, home automation hubs, and consumer electronic devices; DVD players; portable media players; digital audio and video players; digital media streaming devices; digital video players; media players; video projectors; video recorders; video streaming devices; sound systems comprising remote controls and components therefor; stereo systems; home theater systems; home entertainment systems; radios; sound alarms; antenna boosters in the nature of antenna amplifiers; transparency projection apparatus; computers; portable computers; tablet computers; electronic book readers; electronic personal organizers; personal digital assistants; global positioning system devices; household video game toys; computer hardware and peripheral devices; rechargeable batteries; battery chargers; electrical wires, cables, and adapters; plug-in connectors; electrical power connectors; docking stations; memory cards and memory card readers; audio speakers; microphones; headsets; earphones; protective cases, covers, and stands for portable electronic devices and computers; 3D spectacles; cameras; video telephones; intercommunication apparatus; telecommunications apparatus and instruments; stand-alone voice controlled information devices; voice and data transmitters and receivers; voice-controlled speakers; voice recording and voice recognition apparatus; wireless communication devices for voice, data, or image transmission; digital set-top boxes; downloadable virtual reality game software; head mounted video displays; audiovisual recordings featuring entertainment programs; digital media, namely, prerecorded and downloadable audio, video, and multimedia content featuring entertainment programming, movies, television shows, fiction and non-fiction stories, and music; downloadable computer game software; downloadable application software for televisions and media players, namely, software for controlling playback, browsing and selecting content; application software for streaming audiovisual media content; computer software to enable users to view or listen to audiovisual and multimedia content; computer software for wireless content delivery; computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; downloadable mobile applications for accessing music, audio, video, games, audiovisual, and multimedia content computer game software; software for processing, downloading, uploading, transmitting, streaming, playing and viewing recorded content, television shows, films, images, digital media, multimedia, audio, and video; software for searching, organizing, recommending, distributing, purchasing, accessing and streaming audiovisual, multimedia, and entertainment content via networks; software for controlling and enabling the streaming of audiovisual content; software for controlling, searching, accessing, displaying, organizing and recommending audiovisual content; software for personalized interactive television programming Advertising; business management; organization, and administration; office functions. Advertising and marketing; digital advertising services; advertising and marketing services, namely, promoting the brands, goods and services of others; advertising consultation; advertising services; inventory management; ad serving, namely, placing advertisements on smart TV platforms, streaming media services and other digital distribution channels for others; providing consumer product information for the purpose of assisting consumers with the selection of general consumer merchandise to meet the consumer's needs; retail store services and online retail store services featuring electronic devices, accessories, media, downloadable content, and software; subscription-based order fulfillment services in the fields of audiobooks, music, movies, TV shows, videos and games; computerized database and file management Telecommunications services; broadcasting news supply to those who report; lending of communication equipment; streaming of audio, visual and audiovisual material via the internet and wireless networks; video-on-demand transmission; Internet protocol television (IPTV) transmission services; electronic transmission of streamed and downloadable audio and video files; electronic transmission of information and data; electronic transmission and streaming of digital media content for others via global and local computer networks; transmission and streaming of voice, data, images, films, television programs, audio and audiovisual programs and other digital media content by means of telecommunications networks, wireless communication networks, and the internet; streaming of data featuring music, films, movies, TV shows and games; electronic streaming of TV shows, movies, and audiovisual material; Internet broadcasting services; audio and video broadcasting services; broadcasting of cinematographic films and audiovisual programs; subscription-based audio and video broadcasting services over the Internet; broadcasting services and provision of telecommunication access to films, television programs, audio and audiovisual programs, provided via a video-on-demand service; Internet radio broadcasting services; transmission of webcasts; transmission of digital files and digital content by computer networks, DSL, cable networks, digital download, digital streaming, video-on-demand, near-video-on-demand, TV, free-to-air TV, pay-per-view TV, satellite, cable, telephone or mobile telephone; electronic transmission of digital photo files among Internet users; providing user access to search engines; providing access to online directories, databases, websites, blogs and reference materials; transmission of news; delivery of messages by electronic transmission; electronic transmission of mail and messages; podcasting services; providing an on-line forum for transmission of messages among computer users and the transmission of photos, videos, text, data, images and sound; transmission of interactive television and movie program guides; electronic communication between computers through streaming of data; provision of access time to multimedia materials; provision of telecommunications connections to computer databases; uploading music and photos to the Internet for others Education; providing of training; entertainment; sporting and cultural activities. Providing online music, publications, and games; providing information in the field of entertainment via a global communications network regarding television programs, movies, music, videos, sports, cultural programs and news; development, production, and distribution of television programs, motion pictures, and multimedia entertainment content; rental and presentation of ongoing television programs, motion pictures, and multimedia entertainment content; providing ongoing television, audio, video, and webcast programs; providing entertainment programming by means of telecommunications networks, computer networks, the internet, satellite, wireless communications networks, television, and cable television; providing non-downloadable entertainment programming; providing interactive guides for searching, selecting, recording, and archiving programs; providing entertainment programming via websites and computer applications; providing information in the fields of entertainment, sports, music, current events, documentaries, and arts and culture via websites and computer applications; entertainment information; providing reviews and personalized recommendations; publication and presentation of reviews, surveys, and ratings; current event news reporting; education services, namely, the provision of podcasts, webcasts, and continuing programs accessible via the internet featuring news and commentary in the fields of movies, television programs, audiovisual works, music, books, theatrical works, sporting events, art, cultural events, and multimedia presentations; providing training relating to the use of streaming media platforms, smart televisions, and digital content management systems; entertainment, namely, production of motion pictures, television shows, and multimedia entertainment content; organizing community sporting and cultural events; providing a website featuring non-downloadable audio, video and audiovisual content; providing temporary use of non-downloadable online video games; provision of non-downloadable videos and films via a video-on-demand service; distribution and rental of entertainment content via computerized on-line searching and ordering service; film and video rental services; audio and video recording services; providing a searchable database featuring audiovisual content; providing online radio programming; digital audio, video and multimedia publishing services; entertainment services, namely, providing non-downloadable prerecorded music and audio programs featuring fiction and non-fiction stories; entertainment services in the nature of live visual and audio performances; presenting live musical concerts and performances; providing online profiles of musicians, artists and bands; providing non-downloadable interactive databases for managing and viewing audiovisual content; providing online newsletters in the field of television, movies, and videos; game services provided on-line; providing karaoke services; radio entertainment production; production of radio and television programs; rental of sound recordings; subtitling of films; television entertainment, namely, ongoing television programs in the field of documentary, reality, comedy, music and drama; educational services in the nature of classroom instruction and distance learning on topics of current events, education, history, language, liberal arts, math, business, science, technology, culture, sports, arts, psychology, and philosophy; interactive educational services in the nature of computer-assisted instruction; educational and entertainment services, namely, the provision of podcasts, webcasts, and continuing programs; providing on-line portals in the field of entertainment; providing newsletters and blogs; searchable database services; publishing services; providing ratings and reviews; providing online news, information and commentary; providing non-downloadable interactive resources; providing online newsletters; radio entertainment; subtitling Scientific and technological services and research and design relating thereto; industrial analysis and research services; design and development of computer hardware and software. Design and development of computer hardware and software; technical support services, namely, diagnosing computer hardware and software problems; application service provider (ASP), namely, hosting computer software applications for others; providing temporary use of nondownloadable computer software for controlling stand-alone voice controlled information devices; providing temporary use of non-downloadable computer software to enable users to view or listen to audiovisual and multimedia content; providing temporary use of nondownloadable computer software for creating and providing user access to searchable databases of information and data; providing temporary use of non-downloadable computer software for wireless content delivery; providing temporary use of non-downloadable computer software for sharing information about products, services, and deals; providing temporary use of non-downloadable computer software for electronic storage of data; providing temporary use of non-downloadable computer software for image and speech recognition; providing temporary use of non-downloadable computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; providing temporary use of non-downloadable software for access to communications networks including the Internet; providing temporary use of non-downloadable software for analyzing and recovering data; providing temporary use of non-downloadable computer software for configuring, operating and controlling computers, peripherals, and audiovisual players; providing temporary use of non-downloadable computer game software; electronic data storage; data backup and recovery services; hosting of digital content on the Internet; computer services, namely, creating computer network-based indexes of information, websites and resources; computer services, namely, uploading music and photos to the Internet for others; creating an on-line community for registered users to participate in discussions, get feedback, form virtual communities, and engage in social networking in the fields of books, TV shows, films, music, entertainment, video games, fiction, and non-fiction; creating an on-line community for connecting video players, teams and leagues for the purpose of organizing game and sports activities; providing a website featuring technology that creates personalized movie, TV show, video and music channels for listening, viewing, and sharing; providing an online website featuring technology that enables users to share video game enhancements and game strategies; production of video and computer game software
09 - Scientific and electric apparatus and instruments
42 - Scientific, technological and industrial services, research and design
45 - Legal and security services; personal services for individuals.
Goods & Services
Multifunctional electronic devices for voice recognition, natural language processing, appointment and task reminders, and researching and summarizing information; personal digital assistants; sound recording and sound reproducing apparatus; downloadable computer software for speech recognition; downloadable computer software for voice recognition, natural language processing, appointment and task reminders, and researching and summarizing information; downloadable computer software for summarizing speech; downloadable artificial intelligence personal assistant software for performing tasks or services on behalf of a user that is activated by user input, location awareness, and online information; electronic personal assistant device incorporating advanced processing capabilities and microphone system designed to provide continuous AI presence and assistance; downloadable computer programs and downloadable computer software for machine-learning based language and speech processing software; downloadable computer software for connecting, operating, integrating, controlling, and managing networked consumer electronic devices via wireless networks; operating software for machine-learning based language and speech processing software; operating software for connecting, operating, integrating, controlling, and managing networked consumer electronic devices via wireless networks; downloadable or embedded intent recognition and user intent fulfillment software for deep learning, machine learning, pattern recognition, and predictive analytics. Providing temporary use of non-downloadable software for voice command and recognition software, speech-to-text conversion software, and voice-enabled software applications for personal information management; offering software as a service (SaaS) featuring computer software for use as an application programming interface (API) for the development, testing, and integration of AI-driven personal assistant applications; providing temporary use of non-downloadable software for connecting, operating, integrating, controlling, and managing networked consumer electronic devices, home climate devices, and lighting products via wireless networks; providing temporary use of non-downloadable software for use in controlling, integrating, operating, connecting, and managing voice-controlled information devices, namely, cloud-connected and voice-controlled smart consumer electronic devices and electronic personal assistant devices; providing temporary use of non-downloadable software for managing and facilitating payment transactions, including electronic funds transfer and currency conversion; offering software as a service (SaaS) featuring software for sending and receiving electronic messages, notifications, and alerts; offering software as a service (SaaS) featuring computer software for accessing, browsing, and searching online databases, audio, video, and multimedia content; application service provider (ASP) services featuring software for controlling, integrating, operating, connecting, and managing voice controlled information devices, namely, cloud-connected and voice-controlled smart consumer electronic devices and electronic personal assistant devices; software as a service (SaaS) services featuring software using artificial intelligence for indexing, integrating, and retrieving data for both internal applications and external communication; providing subscription-based temporary use of online non-downloadable software for the provision of virtual personal assistant services; providing subscription-based temporary use of online non-downloadable intelligent personal assistant software for providing information in response to user-generated inquiries; providing subscription-based temporary use of online non-downloadable computer software for simulating conversations; platform as a service (PaaS) featuring computer software platforms for voice command and recognition software, intent recognition and user intent fulfillment software for deep learning, machine learning, pattern recognition, and predictive analytics; artificial intelligence as a service (AIaaS) services featuring software using artificial intelligence (AI) for voice command and recognition, user intent fulfillment, managing and operating internet of things (IoT) devices, facilitating e-commerce transactions, and database management. Personal concierge services for others comprising making requested personal arrangements and reservations and providing customer-specific information to meet individual needs; subscription services, namely, provision of subscription-based access to personal concierge services; security services for the protection of property and individuals, namely, home security services for the protection of people and tangible property, and personal security services for the protection of people and tangible property.
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
38 - Telecommunications services
41 - Education, entertainment, sporting and cultural services
42 - Scientific, technological and industrial services, research and design
Goods & Services
Scientific, research, navigation, surveying, photographic, cinematographic, audiovisual, optical, weighing, measuring, signalling, detecting, testing, inspecting, life-saving and teaching apparatus and instruments; apparatus and instruments for conducting, switching, transforming, accumulating, regulating or controlling the distribution or use of electricity; apparatus and instruments for recording, transmitting, reproducing or processing sound, images or data; recorded and downloadable media, computer software, blank digital or analogue recording and storage media; mechanisms for coin-operated apparatus; cash registers, calculating devices; computers and computer peripheral devices; diving suits, divers' masks, ear plugs for divers, nose clips for divers and swimmers, gloves for divers, breathing apparatus for underwater swimming; fire-extinguishing apparatus apparatus for recording, transmission or reproduction of sound or images; televisions, namely, television sets, LCD television sets, PDP television sets, projection television sets, television monitors, receivers, decoders, transmitters, and programmable digital television recorders; displays for television receivers, namely, OLED televisions, plasma display panels, LED displays, LCD monitors, computer monitors, liquid crystal displays, and display projection screens; remote controls, namely, remote controllers, universal remote controls, and remote controls for portable and handheld electronic devices, computers, televisions, audio speakers, video monitors, media players and recorders, game players, entertainment systems, home theatre systems, home automation hubs, and consumer electronic devices; DVD players; portable media players; digital audio and video players; digital media streaming devices; digital video players; media players; video projectors; video recorders; video streaming devices; sound systems comprising remote controls and components therefor; stereo systems; home theater systems; home entertainment systems; radios; sound alarms; antenna boosters in the nature of antenna amplifiers; transparency projection apparatus; computers; portable computers; tablet computers; electronic book readers; electronic personal organizers; personal digital assistants; global positioning system devices; household video game toys; computer hardware and peripheral devices; rechargeable batteries; battery chargers; electrical wires, cables, and adapters; plug-in connectors; electrical power connectors; docking stations; memory cards and memory card readers; audio speakers; microphones; headsets; earphones; protective cases, covers, and stands for portable electronic devices and computers; 3D spectacles; cameras; video telephones; intercommunication apparatus; telecommunications apparatus and instruments; stand-alone voice controlled information devices; voice and data transmitters and receivers; voice-controlled speakers; voice recording and voice recognition apparatus; wireless communication devices for voice, data, or image transmission; digital set-top boxes; downloadable virtual reality game software; head mounted video displays; audiovisual recordings featuring entertainment programs; digital media, namely, prerecorded and downloadable audio, video, and multimedia content featuring entertainment programming, movies, television shows, fiction and non-fiction stories, and music; downloadable computer game software; downloadable application software for televisions and media players, namely, software for controlling playback, browsing and selecting content; application software for streaming audiovisual media content; computer software to enable users to view or listen to audiovisual and multimedia content; computer software for wireless content delivery; computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; downloadable mobile applications for accessing music, audio, video, games, audiovisual, and multimedia content; computer game software; software for processing, downloading, uploading, transmitting, streaming, playing and viewing recorded content, television shows, films, images, digital media, multimedia, audio, and video; software for searching, organizing, recommending, distributing, purchasing, accessing and streaming audiovisual, multimedia, and entertainment content via networks; software for controlling and enabling the streaming of audiovisual content; software for controlling, searching, accessing, displaying, organizing and recommending audiovisual content; software for personalized interactive television programming. Advertising; business management; organization, and administration; office functions. Advertising and marketing; digital advertising services; advertising and marketing services, namely, promoting the brands, goods and services of others; advertising consultation; advertising services; inventory management; ad serving, namely, placing advertisements on smart TV platforms, streaming media services and other digital distribution channels for others; providing consumer product information for the purpose of assisting consumers with the selection of general consumer merchandise to meet the consumer's needs; retail store services and online retail store services featuring electronic devices, accessories, media, downloadable content, and software; subscription-based order fulfillment services in the fields of audiobooks, music, movies, TV shows, videos and games; computerized database and file management Telecommunications services; broadcasting news supply to those who report; lending of communication equipment; streaming of audio, visual and audiovisual material via the internet and wireless networks; video-on-demand transmission; Internet protocol television (IPTV) transmission services; electronic transmission of streamed and downloadable audio and video files; electronic transmission of information and data; electronic transmission and streaming of digital media content for others via global and local computer networks; transmission and streaming of voice, data, images, films, television programs, audio and audiovisual programs and other digital media content by means of telecommunications networks, wireless communication networks, and the internet; streaming of data featuring music, films, movies, TV shows and games; electronic streaming of TV shows, movies, and audiovisual material; Internet broadcasting services; audio and video broadcasting services; broadcasting of cinematographic films and audiovisual programs; subscription-based audio and video broadcasting services over the Internet; broadcasting services and provision of telecommunication access to films, television programs, audio and audiovisual programs, provided via a video-on-demand service; Internet radio broadcasting services; transmission of webcasts; transmission of digital files and digital content by computer networks, DSL, cable networks, digital download, digital streaming, video-on-demand, near-video-on-demand, TV, free-to-air TV, pay-per-view TV, satellite, cable, telephone or mobile telephone; electronic transmission of digital photo files among Internet users; providing user access to search engines; providing access to online directories, databases, websites, blogs and reference materials; transmission of news; delivery of messages by electronic transmission; electronic transmission of mail and messages; podcasting services; providing an on-line forum for transmission of messages among computer users and the transmission of photos, videos, text, data, images and sound; transmission of interactive television and movie program guides; electronic communication between computers through streaming of data; provision of access time to multimedia materials; provision of telecommunications connections to computer databases; uploading music and photos to the Internet for others. Education; providing of training; entertainment; sporting and cultural activities. Providing online music, publications, and games; providing information in the field of entertainment via a global communications network regarding television programs, movies, music, videos, sports, cultural programs and news; development, production, and distribution of television programs, motion pictures, and multimedia entertainment content; rental and presentation of ongoing television programs, motion pictures, and multimedia entertainment content; providing ongoing television, audio, video, and webcast programs; providing entertainment programming by means of telecommunications networks, computer networks, the internet, satellite, wireless communications networks, television, and cable television; providing non-downloadable entertainment programming; providing interactive guides for searching, selecting, recording, and archiving programs; providing entertainment programming via websites and computer applications; providing information in the fields of entertainment, sports, music, current events, documentaries, and arts and culture via websites and computer applications; entertainment information; providing reviews and personalized recommendations; publication and presentation of reviews, surveys, and ratings; current event news reporting; education services, namely, the provision of podcasts, webcasts, and continuing programs accessible via the internet featuring news and commentary in the fields of movies, television programs, audiovisual works, music, books, theatrical works, sporting events, art, cultural events, and multimedia presentations; providing training relating to the use of streaming media platforms, smart televisions, and digital content management systems; entertainment, namely, production of motion pictures, television shows, and multimedia entertainment content; organizing community sporting and cultural events; providing a website featuring non-downloadable audio, video and audiovisual content; providing temporary use of non-downloadable online video games; provision of non-downloadable videos and films via a video-on-demand service; distribution and rental of entertainment content via computerized on-line searching and ordering service; film and video rental services; audio and video recording services; providing a searchable database featuring audiovisual content; providing online radio programming; digital audio, video and multimedia publishing services; entertainment services, namely, providing non-downloadable prerecorded music and audio programs featuring fiction and non-fiction stories; entertainment services in the nature of live visual and audio performances; presenting live musical concerts and performances; providing online profiles of musicians, artists and bands; providing non-downloadable interactive databases for managing and viewing audiovisual content; providing online newsletters in the field of television, movies, and videos; game services provided on-line; providing karaoke services; radio entertainment production; production of radio and television programs; rental of sound recordings; subtitling of films; television entertainment, namely, ongoing television programs in the field of documentary, reality, comedy, music and drama; educational services in the nature of classroom instruction and distance learning on topics of current events, education, history, language, liberal arts, math, business, science, technology, culture, sports, arts, psychology, and philosophy; interactive educational services in the nature of computer-assisted instruction; educational and entertainment services, namely, the provision of podcasts, webcasts, and continuing programs; providing on-line portals in the field of entertainment; providing newsletters and blogs; searchable database services; publishing services; providing ratings and reviews; providing online news, information and commentary; providing non-downloadable interactive resources; providing online newsletters; radio entertainment; subtitling. Scientific and technological services and research and design relating thereto; industrial analysis and research services; design and development of computer hardware and software. Design and development of computer hardware and software; technical support services, namely, diagnosing computer hardware and software problems; application service provider (ASP), namely, hosting computer software applications for others; providing temporary use of non-downloadable computer software for controlling stand-alone voice controlled information devices; providing temporary use of non-downloadable computer software to enable users to view or listen to audiovisual and multimedia content; providing temporary use of non-downloadable computer software for creating and providing user access to searchable databases of information and data; providing temporary use of non-downloadable computer software for wireless content delivery; providing temporary use of non-downloadable computer software for sharing information about products, services, and deals; providing temporary use of non-downloadable computer software for electronic storage of data; providing temporary use of non-downloadable computer software for image and speech recognition; providing temporary use of non-downloadable computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; providing temporary use of non-downloadable software for access to communications networks including the Internet; providing temporary use of non-downloadable software for analyzing and recovering data; providing temporary use of non-downloadable computer software for configuring, operating and controlling computers, peripherals, and audiovisual players; providing temporary use of non-downloadable computer game software; electronic data storage; data backup and recovery services; hosting of digital content on the Internet; computer services, namely, creating computer network-based indexes of information, websites and resources; computer services, namely, uploading music and photos to the Internet for others; creating an on-line community for registered users to participate in discussions, get feedback, form virtual communities, and engage in social networking in the fields of books, TV shows, films, music, entertainment, video games, fiction, and non-fiction; creating an on-line community for connecting video players, teams and leagues for the purpose of organizing game and sports activities; providing a website featuring technology that creates personalized movie, TV show, video and music channels for listening, viewing, and sharing; providing an online website featuring technology that enables users to share video game enhancements and game strategies; production of video and computer game software.
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
38 - Telecommunications services
41 - Education, entertainment, sporting and cultural services
42 - Scientific, technological and industrial services, research and design
Goods & Services
(1) Scientific, research, navigation, surveying, photographic, cinematographic, audiovisual, optical, weighing, measuring, signalling, detecting, testing, inspecting, life-saving and teaching apparatus and instruments; apparatus and instruments for conducting, switching, transforming, accumulating, regulating or controlling the distribution or use of electricity; apparatus and instruments for recording, transmitting, reproducing or processing sound, images or data; recorded and downloadable media, computer software, blank digital or analogue recording and storage media; mechanisms for coin-operated apparatus; cash registers, calculating devices; computers and computer peripheral devices; diving suits, divers' masks, ear plugs for divers, nose clips for divers and swimmers, gloves for divers, breathing apparatus for underwater swimming; fire-extinguishing apparatus apparatus for recording, transmission or reproduction of sound or images; televisions, namely, television sets, LCD television sets, PDP television sets, projection television sets, television monitors, receivers, decoders, transmitters, and programmable digital television recorders; displays for television receivers, namely, OLED televisions, plasma display panels, LED displays, LCD monitors, computer monitors, liquid crystal displays, and display projection screens; remote controls, namely, remote controllers, universal remote controls, and remote controls for portable and handheld electronic devices, computers, televisions, audio speakers, video monitors, media players and recorders, game players, entertainment systems, home theatre systems, home automation hubs, and consumer electronic devices; DVD players; portable media players; digital audio and video players; digital media streaming devices; digital video players; media players; video projectors; video recorders; video streaming devices; sound systems comprising remote controls and components therefor; stereo systems; home theater systems; home entertainment systems; radios; sound alarms; antenna boosters in the nature of antenna amplifiers; transparency projection apparatus; computers; portable computers; tablet computers; electronic book readers; electronic personal organizers; personal digital assistants; global positioning system devices; household video game toys; computer hardware and peripheral devices; rechargeable batteries; battery chargers; electrical wires, cables, and adapters; plug-in connectors; electrical power connectors; docking stations; memory cards and memory card readers; audio speakers; microphones; headsets; earphones; protective cases, covers, and stands for portable electronic devices and computers; 3D spectacles; cameras; video telephones; intercommunication apparatus; telecommunications apparatus and instruments; stand-alone voice controlled information devices; voice and data transmitters and receivers; voice-controlled speakers; voice recording and voice recognition apparatus; wireless communication devices for voice, data, or image transmission; digital set-top boxes; downloadable virtual reality game software; head mounted video displays; audiovisual recordings featuring entertainment programs; digital media, namely, prerecorded and downloadable audio, video, and multimedia content featuring entertainment programming, movies, television shows, fiction and non-fiction stories, and music; downloadable computer game software; downloadable application software for televisions and media players, namely, software for controlling playback, browsing and selecting content; application software for streaming audiovisual media content; computer software to enable users to view or listen to audiovisual and multimedia content; computer software for wireless content delivery; computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; downloadable mobile applications for accessing music, audio, video, games, audiovisual, and multimedia content computer game software; software for processing, downloading, uploading, transmitting, streaming, playing and viewing recorded content, television shows, films, images, digital media, multimedia, audio, and video; software for searching, organizing, recommending, distributing, purchasing, accessing and streaming audiovisual, multimedia, and entertainment content via networks; software for controlling and enabling the streaming of audiovisual content; software for controlling, searching, accessing, displaying, organizing and recommending audiovisual content; software for personalized interactive television programming (1) Advertising; business management; organization, and administration; office functions; advertising and marketing; digital advertising services; advertising and marketing services, namely, promoting the brands, goods and services of others; advertising consultation; advertising services; inventory management; ad serving, namely, placing advertisements on smart TV platforms, streaming media services and other digital distribution channels for others; providing consumer product information for the purpose of assisting consumers with the selection of general consumer merchandise to meet the consumer's needs; retail store services and online retail store services featuring electronic devices, accessories, media, downloadable content, and software; subscription-based order fulfillment services in the fields of audiobooks, music, movies, TV shows, videos and games; computerized database and file management
(2) Telecommunications services; broadcasting news supply to those who report; lending of communication equipment; streaming of audio, visual and audiovisual material via the internet and wireless networks; video-on-demand transmission; Internet protocol television (IPTV) transmission services; electronic transmission of streamed and downloadable audio and video files; electronic transmission of information and data; electronic transmission and streaming of digital media content for others via global and local computer networks; transmission and streaming of voice, data, images, films, television programs, audio and audiovisual programs and other digital media content by means of telecommunications networks, wireless communication networks, and the internet; streaming of data featuring music, films, movies, TV shows and games; electronic streaming of TV shows, movies, and audiovisual material; Internet broadcasting services; audio and video broadcasting services; broadcasting of cinematographic films and audiovisual programs; subscription-based audio and video broadcasting services over the Internet; broadcasting services and provision of telecommunication access to films, television programs, audio and audiovisual programs, provided via a video-on-demand service; Internet radio broadcasting services; transmission of webcasts; transmission of digital files and digital content by computer networks, DSL, cable networks, digital download, digital streaming, video-on-demand, near-video-on-demand, TV, free-to-air TV, pay-per-view TV, satellite, cable, telephone or mobile telephone; electronic transmission of digital photo files among Internet users; providing user access to search engines; providing access to online directories, databases, websites, blogs and reference materials; transmission of news; delivery of messages by electronic transmission; electronic transmission of mail and messages; podcasting services; providing an on-line forum for transmission of messages among computer users and the transmission of photos, videos, text, data, images and sound; transmission of interactive television and movie program guides; electronic communication between computers through streaming of data; provision of access time to multimedia materials; provision of telecommunications connections to computer databases; uploading music and photos to the Internet for others
(3) Education; providing of training; entertainment; sporting and cultural activities; providing online music, publications, and games; providing information in the field of entertainment via a global communications network regarding television programs, movies, music, videos, sports, cultural programs and news; development, production, and distribution of television programs, motion pictures, and multimedia entertainment content; rental and presentation of ongoing television programs, motion pictures, and multimedia entertainment content; providing ongoing television, audio, video, and webcast programs; providing entertainment programming by means of telecommunications networks, computer networks, the internet, satellite, wireless communications networks, television, and cable television; providing non-downloadable entertainment programming; providing interactive guides for searching, selecting, recording, and archiving programs; providing entertainment programming via websites and computer applications; providing information in the fields of entertainment, sports, music, current events, documentaries, and arts and culture via websites and computer applications; entertainment information; providing reviews and personalized recommendations; publication and presentation of reviews, surveys, and ratings; current event news reporting; education services, namely, the provision of podcasts, webcasts, and continuing programs accessible via the internet featuring news and commentary in the fields of movies, television programs, audiovisual works, music, books, theatrical works, sporting events, art, cultural events, and multimedia presentations; providing training relating to the use of streaming media platforms, smart televisions, and digital content management systems; entertainment, namely, production of motion pictures, television shows, and multimedia entertainment content; organizing community sporting and cultural events; providing a website featuring non-downloadable audio, video and audiovisual content; providing temporary use of non-downloadable online video games; provision of non-downloadable videos and films via a video-on-demand service; distribution and rental of entertainment content via computerized on-line searching and ordering service; film and video rental services; audio and video recording services; providing a searchable database featuring audiovisual content; providing online radio programming; digital audio, video and multimedia publishing services; entertainment services, namely, providing non-downloadable prerecorded music and audio programs featuring fiction and non-fiction stories; entertainment services in the nature of live visual and audio performances; presenting live musical concerts and performances; providing online profiles of musicians, artists and bands; providing non-downloadable interactive databases for managing and viewing audiovisual content; providing online newsletters in the field of television, movies, and videos; game services provided on-line; providing karaoke services; radio entertainment production; production of radio and television programs; rental of sound recordings; subtitling of films; television entertainment, namely, ongoing television programs in the field of documentary, reality, comedy, music and drama; educational services in the nature of classroom instruction and distance learning on topics of current events, education, history, language, liberal arts, math, business, science, technology, culture, sports, arts, psychology, and philosophy; interactive educational services in the nature of computer-assisted instruction; educational and entertainment services, namely, the provision of podcasts, webcasts, and continuing programs; providing on-line portals in the field of entertainment; providing newsletters and blogs; searchable database services; publishing services; providing ratings and reviews; providing online news, information and commentary; providing non-downloadable interactive resources; providing online newsletters; radio entertainment; subtitling
(4) Scientific and technological services and research and design relating thereto; industrial analysis and research services; design and development of computer hardware and software; technical support services, namely, diagnosing computer hardware and software problems; application service provider (ASP), namely, hosting computer software applications for others; providing temporary use of non-downloadable computer software for controlling stand-alone voice controlled information devices; providing temporary use of non-downloadable computer software to enable users to view or listen to audiovisual and multimedia content; providing temporary use of non-downloadable computer software for creating and providing user access to searchable databases of information and data; providing temporary use of non-downloadable computer software for wireless content delivery; providing temporary use of non-downloadable computer software for sharing information about products, services, and deals; providing temporary use of non-downloadable computer software for electronic storage of data; providing temporary use of non-downloadable computer software for image and speech recognition; providing temporary use of non-downloadable computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; providing temporary use of non-downloadable software for access to communications networks including the Internet; providing temporary use of non-downloadable software for analyzing and recovering data; providing temporary use of non-downloadable computer software for configuring, operating and controlling computers, peripherals, and audiovisual players; providing temporary use of non-downloadable computer game software; electronic data storage; data backup and recovery services; hosting of digital content on the Internet; computer services, namely, creating computer network-based indexes of information, websites and resources; computer services, namely, uploading music and photos to the Internet for others; creating an on-line community for registered users to participate in discussions, get feedback, form virtual communities, and engage in social networking in the fields of books, TV shows, films, music, entertainment, video games, fiction, and non-fiction; creating an on-line community for connecting video players, teams and leagues for the purpose of organizing game and sports activities; providing a website featuring technology that creates personalized movie, TV show, video and music channels for listening, viewing, and sharing; providing an online website featuring technology that enables users to share video game enhancements and game strategies; production of video and computer game software
09 - Scientific and electric apparatus and instruments
35 - Advertising and business services
38 - Telecommunications services
41 - Education, entertainment, sporting and cultural services
42 - Scientific, technological and industrial services, research and design
Goods & Services
(1) Scientific, research, navigation, surveying, photographic, cinematographic, audiovisual, optical, weighing, measuring, signalling, detecting, testing, inspecting, life-saving and teaching apparatus and instruments; apparatus and instruments for conducting, switching, transforming, accumulating, regulating or controlling the distribution or use of electricity; apparatus and instruments for recording, transmitting, reproducing or processing sound, images or data; recorded and downloadable media, computer software, blank digital or analogue recording and storage media; mechanisms for coin-operated apparatus; cash registers, calculating devices; computers and computer peripheral devices; diving suits, divers' masks, ear plugs for divers, nose clips for divers and swimmers, gloves for divers, breathing apparatus for underwater swimming; fire-extinguishing apparatus apparatus for recording, transmission or reproduction of sound or images; televisions, namely, television sets, LCD television sets, PDP television sets, projection television sets, television monitors, receivers, decoders, transmitters, and programmable digital television recorders; displays for television receivers, namely, OLED televisions, plasma display panels, LED displays, LCD monitors, computer monitors, liquid crystal displays, and display projection screens; remote controls, namely, remote controllers, universal remote controls, and remote controls for portable and handheld electronic devices, computers, televisions, audio speakers, video monitors, media players and recorders, game players, entertainment systems, home theatre systems, home automation hubs, and consumer electronic devices; DVD players; portable media players; digital audio and video players; digital media streaming devices; digital video players; media players; video projectors; video recorders; video streaming devices; sound systems comprising remote controls and components therefor; stereo systems; home theater systems; home entertainment systems; radios; sound alarms; antenna boosters in the nature of antenna amplifiers; transparency projection apparatus; computers; portable computers; tablet computers; electronic book readers; electronic personal organizers; personal digital assistants; global positioning system devices; household video game toys; computer hardware and peripheral devices; rechargeable batteries; battery chargers; electrical wires, cables, and adapters; plug-in connectors; electrical power connectors; docking stations; memory cards and memory card readers; audio speakers; microphones; headsets; earphones; protective cases, covers, and stands for portable electronic devices and computers; 3D spectacles; cameras; video telephones; intercommunication apparatus; telecommunications apparatus and instruments; stand-alone voice controlled information devices; voice and data transmitters and receivers; voice-controlled speakers; voice recording and voice recognition apparatus; wireless communication devices for voice, data, or image transmission; digital set-top boxes; downloadable virtual reality game software; head mounted video displays; audiovisual recordings featuring entertainment programs; digital media, namely, prerecorded and downloadable audio, video, and multimedia content featuring entertainment programming, movies, television shows, fiction and non-fiction stories, and music; downloadable computer game software; downloadable application software for televisions and media players, namely, software for controlling playback, browsing and selecting content; application software for streaming audiovisual media content; computer software to enable users to view or listen to audiovisual and multimedia content; computer software for wireless content delivery; computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; downloadable mobile applications for accessing music, audio, video, games, audiovisual, and multimedia content; computer game software; software for processing, downloading, uploading, transmitting, streaming, playing and viewing recorded content, television shows, films, images, digital media, multimedia, audio, and video; software for searching, organizing, recommending, distributing, purchasing, accessing and streaming audiovisual, multimedia, and entertainment content via networks; software for controlling and enabling the streaming of audiovisual content; software for controlling, searching, accessing, displaying, organizing and recommending audiovisual content; software for personalized interactive television programming. (1) Advertising; business management; organization, and administration; office functions; advertising and marketing; digital advertising services; advertising and marketing services, namely, promoting the brands, goods and services of others; advertising consultation; advertising services; inventory management; ad serving, namely, placing advertisements on smart TV platforms, streaming media services and other digital distribution channels for others; providing consumer product information for the purpose of assisting consumers with the selection of general consumer merchandise to meet the consumer's needs; retail store services and online retail store services featuring electronic devices, accessories, media, downloadable content, and software; subscription-based order fulfillment services in the fields of audiobooks, music, movies, TV shows, videos and games; computerized database and file management.
(2) Telecommunications services; broadcasting news supply to those who report; lending of communication equipment; streaming of audio, visual and audiovisual material via the internet and wireless networks; video-on-demand transmission; Internet protocol television (IPTV) transmission services; electronic transmission of streamed and downloadable audio and video files; electronic transmission of information and data; electronic transmission and streaming of digital media content for others via global and local computer networks; transmission and streaming of voice, data, images, films, television programs, audio and audiovisual programs and other digital media content by means of telecommunications networks, wireless communication networks, and the internet; streaming of data featuring music, films, movies, TV shows and games; electronic streaming of TV shows, movies, and audiovisual material; Internet broadcasting services; audio and video broadcasting services; broadcasting of cinematographic films and audiovisual programs; subscription-based audio and video broadcasting services over the Internet; broadcasting services and provision of telecommunication access to films, television programs, audio and audiovisual programs, provided via a video-on-demand service; Internet radio broadcasting services; transmission of webcasts; transmission of digital files and digital content by computer networks, DSL, cable networks, digital download, digital streaming, video-on-demand, near-video-on-demand, TV, free-to-air TV, pay-per-view TV, satellite, cable, telephone or mobile telephone; electronic transmission of digital photo files among Internet users; providing user access to search engines; providing access to online directories, databases, websites, blogs and reference materials; transmission of news; delivery of messages by electronic transmission; electronic transmission of mail and messages; podcasting services; providing an on-line forum for transmission of messages among computer users and the transmission of photos, videos, text, data, images and sound; transmission of interactive television and movie program guides; electronic communication between computers through streaming of data; provision of access time to multimedia materials; provision of telecommunications connections to computer databases; uploading music and photos to the Internet for others.
(3) Education; providing of training; entertainment; sporting and cultural activities; Providing online music, publications, and games; providing information in the field of entertainment via a global communications network regarding television programs, movies, music, videos, sports, cultural programs and news; development, production, and distribution of television programs, motion pictures, and multimedia entertainment content; rental and presentation of ongoing television programs, motion pictures, and multimedia entertainment content; providing ongoing television, audio, video, and webcast programs; providing entertainment programming by means of telecommunications networks, computer networks, the internet, satellite, wireless communications networks, television, and cable television; providing non-downloadable entertainment programming; providing interactive guides for searching, selecting, recording, and archiving programs; providing entertainment programming via websites and computer applications; providing information in the fields of entertainment, sports, music, current events, documentaries, and arts and culture via websites and computer applications; entertainment information; providing reviews and personalized recommendations; publication and presentation of reviews, surveys, and ratings; current event news reporting; education services, namely, the provision of podcasts, webcasts, and continuing programs accessible via the internet featuring news and commentary in the fields of movies, television programs, audiovisual works, music, books, theatrical works, sporting events, art, cultural events, and multimedia presentations; providing training relating to the use of streaming media platforms, smart televisions, and digital content management systems; entertainment, namely, production of motion pictures, television shows, and multimedia entertainment content; organizing community sporting and cultural events; providing a website featuring non-downloadable audio, video and audiovisual content; providing temporary use of non-downloadable online video games; provision of non-downloadable videos and films via a video-on-demand service; distribution and rental of entertainment content via computerized on-line searching and ordering service; film and video rental services; audio and video recording services; providing a searchable database featuring audiovisual content; providing online radio programming; digital audio, video and multimedia publishing services; entertainment services, namely, providing non-downloadable prerecorded music and audio programs featuring fiction and non-fiction stories; entertainment services in the nature of live visual and audio performances; presenting live musical concerts and performances; providing online profiles of musicians, artists and bands; providing non-downloadable interactive databases for managing and viewing audiovisual content; providing online newsletters in the field of television, movies, and videos; game services provided on-line; providing karaoke services; radio entertainment production; production of radio and television programs; rental of sound recordings; subtitling of films; television entertainment, namely, ongoing television programs in the field of documentary, reality, comedy, music and drama; educational services in the nature of classroom instruction and distance learning on topics of current events, education, history, language, liberal arts, math, business, science, technology, culture, sports, arts, psychology, and philosophy; interactive educational services in the nature of computer-assisted instruction; educational and entertainment services, namely, the provision of podcasts, webcasts, and continuing programs; providing on-line portals in the field of entertainment; providing newsletters and blogs; searchable database services; publishing services; providing ratings and reviews; providing online news, information and commentary; providing non-downloadable interactive resources; providing online newsletters; radio entertainment; subtitling.
(4) Scientific and technological services and research and design relating thereto; industrial analysis and research services; design and development of computer hardware and software; technical support services, namely, diagnosing computer hardware and software problems; application service provider (ASP), namely, hosting computer software applications for others; providing temporary use of non-downloadable computer software for controlling stand-alone voice controlled information devices; providing temporary use of non-downloadable computer software to enable users to view or listen to audiovisual and multimedia content; providing temporary use of non-downloadable computer software for creating and providing user access to searchable databases of information and data; providing temporary use of non-downloadable computer software for wireless content delivery; providing temporary use of non-downloadable computer software for sharing information about products, services, and deals; providing temporary use of non-downloadable computer software for electronic storage of data; providing temporary use of non-downloadable computer software for image and speech recognition; providing temporary use of non-downloadable computer software for purchasing, accessing and viewing movies, TV shows, videos, music, and multimedia content; providing temporary use of non-downloadable software for access to communications networks including the Internet; providing temporary use of non-downloadable software for analyzing and recovering data; providing temporary use of non-downloadable computer software for configuring, operating and controlling computers, peripherals, and audiovisual players; providing temporary use of non-downloadable computer game software; electronic data storage; data backup and recovery services; hosting of digital content on the Internet; computer services, namely, creating computer network-based indexes of information, websites and resources; computer services, namely, uploading music and photos to the Internet for others; creating an on-line community for registered users to participate in discussions, get feedback, form virtual communities, and engage in social networking in the fields of books, TV shows, films, music, entertainment, video games, fiction, and non-fiction; creating an on-line community for connecting video players, teams and leagues for the purpose of organizing game and sports activities; providing a website featuring technology that creates personalized movie, TV show, video and music channels for listening, viewing, and sharing; providing an online website featuring technology that enables users to share video game enhancements and game strategies; production of video and computer game software.
09 - Scientific and electric apparatus and instruments
38 - Telecommunications services
42 - Scientific, technological and industrial services, research and design
45 - Legal and security services; personal services for individuals.
Goods & Services
(1) Multifunctional electronic devices for voice recognition, natural language processing, appointment and task reminders, and researching and summarizing information; personal digital assistants; sound recording and sound reproducing apparatus; downloadable computer software for speech recognition; downloadable computer software for voice recognition, natural language processing, appointment and task reminders, and researching and summarizing information; downloadable computer software for summarizing speech; downloadable artificial intelligence personal assistant software for performing tasks or services on behalf of a user that is activated by user input, location awareness, and online information; electronic personal assistant device incorporating advanced processing capabilities and microphone system designed to provide continuous AI presence and assistance; downloadable computer programs and downloadable computer software for machine-learning based language and speech processing software; downloadable computer software for connecting, operating, integrating, controlling, and managing networked consumer electronic devices via wireless networks; operating software for machine-learning based language and speech processing software; operating software for connecting, operating, integrating, controlling, and managing networked consumer electronic devices via wireless networks; downloadable or embedded intent recognition and user intent fulfillment software for deep learning, machine learning, pattern recognition, and predictive analytics. (1) Providing temporary use of non-downloadable software for voice command and recognition software, speech-to-text conversion software, and voice-enabled software applications for personal information management; offering software as a service (SaaS) featuring computer software for use as an application programming interface (API) for the development, testing, and integration of AI-driven personal assistant applications; providing temporary use of non-downloadable software for connecting, operating, integrating, controlling, and managing networked consumer electronic devices, home climate devices, and lighting products via wireless networks; providing temporary use of non-downloadable software for use in controlling, integrating, operating, connecting, and managing voice-controlled information devices, namely, cloud-connected and voice-controlled smart consumer electronic devices and electronic personal assistant devices; providing temporary use of non-downloadable software for managing and facilitating payment transactions, including electronic funds transfer and currency conversion; offering software as a service (SaaS) featuring software for sending and receiving electronic messages, notifications, and alerts; offering software as a service (SaaS) featuring computer software for accessing, browsing, and searching online databases, audio, video, and multimedia content; application service provider (ASP) services featuring software for controlling, integrating, operating, connecting, and managing voice controlled information devices, namely, cloud-connected and voice-controlled smart consumer electronic devices and electronic personal assistant devices; software as a service (SaaS) services featuring software using artificial intelligence for indexing, integrating, and retrieving data for both internal applications and external communication; providing subscription-based temporary use of online non-downloadable software for the provision of virtual personal assistant services; providing subscription-based temporary use of online non-downloadable intelligent personal assistant software for providing information in response to user-generated inquiries; providing subscription-based temporary use of online non-downloadable computer software for simulating conversations; platform as a service (PaaS) featuring computer software platforms for voice command and recognition software, intent recognition and user intent fulfillment software for deep learning, machine learning, pattern recognition, and predictive analytics; artificial intelligence as a service (AIaaS) services featuring software using artificial intelligence (AI) for voice command and recognition, user intent fulfillment, managing and operating internet of things (IoT) devices, facilitating e-commerce transactions, and database management.
(2) Personal concierge services for others comprising making requested personal arrangements and reservations and providing customer-specific information to meet individual needs; subscription services, namely, provision of subscription-based access to personal concierge services; security services for the protection of property and individuals, namely, home security services for the protection of people and tangible property, and personal security services for the protection of people and tangible property.
85.
SECURITY ALERT META-ANALYSIS FOR IDENTIFYING CAUSALLY RELATED EVIDENCE OF CYBERATTACKS
A security alert meta-analysis (SAMA) system is disclosed capable of identifying causally related evidence of a cyberattack in a computing environment. In embodiments, the system builds a security data graph from security alerts generated by other security monitoring services. The security data graph links related entities (e.g. users and resources) in the computing environment and the entities to their associated security alerts. Edges in the graph are filtered based on edge weights to identify sub-graphs that represent clusters of causally related evidence probative of attacks. The evidence clusters are presented to analysts to be investigated further. In embodiments, the meta-analysis process is implemented as periodic jobs executed on a cluster of worker nodes. Advantageously, the disclosed system is able to filter through large volumes of alerts to reduce false positives, and group related alerts, possibly from different monitoring services, so that they can be investigated together.
Systems and methods for sloppy routing are provided. A client transmits a DNS query corresponding to a requested resource to a content delivery network (CDN) service provider. In some embodiments, the CDN service provider processes the DNS query to determine whether a threshold content delivery bandwidth has been exceeded by data links at cache servers. In other embodiments, additionally or alternatively, the CDN service provider determines whether a content provider has exceeded a threshold network usage that indicates a price at which the CDN service provider to provide content on behalf of the content provider. Using both or either of these thresholds, the CDN service provider can further process the DNS query by providing an alternative resource identifier or a cache IP address, both associated with an alternative POP. In some embodiments, the CDN service provider determines a routing mode for the response to the DNS query.
G06F 16/955 - Retrieval from the web using information identifiers, e.g. uniform resource locators [URL]
G06F 16/957 - Browsing optimisation, e.g. caching or content distillation
H04L 43/0876 - Network utilisation, e.g. volume of load or congestion level
H04L 61/4511 - Network directoriesName-to-address mapping using standardised directoriesNetwork directoriesName-to-address mapping using standardised directory access protocols using domain name system [DNS]
87.
AUTOMATING SERVICE OPTIMIZATION TASKS USING EXTENSIBLE FLEETS OF GENERATIVE ARTIFICIAL INTELLIGENCE AGENTS
Corresponding to individual ones of a plurality of categories of optimization tasks of a service, respective generative artificial intelligence models (GAIMs) are configured. A prompt which instructs a first GAIM to identify a candidate optimization task of a particular category is presented to the first GAIM. The candidate optimization task, identified by the first GAIM, is then initiated using another GAIM.
Systems and methods are provided for determining the tilt-state of a moveable surface using a batteryless mechanism. A tilt-sensing device may be coupled to a moveable surface, such that the tilt-sensing device changes orientation in a manner corresponding the orientation of the moveable surface. The tilt-sensing device may include an antenna and a moveable component. The moveable component may change locations as the tilt-sensing device changes orientation due to gravitational forces. When the tilt-sensing device is in a substantially horizontal orientation, the moveable component may cause a distribution of material on the antenna. The distribution of material may detune the antenna by applying a load. Signals transmitted by the antenna may be shifted with respect to an expected frequency range. An external computing device may determine the tilt-state of the tilt-sensing device based on the presence or absence of a shift within received signals from the tilt-sensing device.
Technologies directed to ambient temperature and relative humidity sensing using ultrasound signals are described. One device can emit an ultrasound signal using a speaker and measure the ultrasound signal using a microphone. The device can determine, using the ultrasound signal, a signal component corresponding to a direct propagation path (DPP) between the speaker and the microphone. The device determines, using the signal component, a first sound propagation property representing a speed of the ultrasound signal along the DPP. The device determines, using the signal component across different frequency bands, second sound propagation properties, each representing a sound attenuation of the ultrasound signal along the DPP in the respective frequency band. The device determines an ambient temperature value and a relative humidity value using a regression model based on the first sound propagation property and the second sound propagation properties.
G01K 11/22 - Measuring temperature based on physical or chemical changes not covered by group , , , or using measurement of acoustic effects
G01K 11/24 - Measuring temperature based on physical or chemical changes not covered by group , , , or using measurement of acoustic effects of the velocity of propagation of sound
G01K 11/26 - Measuring temperature based on physical or chemical changes not covered by group , , , or using measurement of acoustic effects of resonant frequencies
90.
Capacity planning and scaling of service-oriented applications implemented using multi-tenant resources
A request to perform scalability analysis of a constituent service of an application at a first deployment environment is received. The constituent service is deployed to a plurality of host groups of the deployment environment. A data set which indicates a collection of front end request routers configured to distribute service requests among hosts of a collection of deployment environments including the first deployment environment is obtained. Analysis of the data set is used to identify a resource scaling unit which indicates a set of host groups, including a particular host group of the plurality of host groups, such that individual hosts within the set of host groups have the same estimated workload level as other hosts within the set of host groups. A representation of the resource scaling unit is stored.
A database system writes data to a volatile memory and generates metadata associated with the data written to the volatile memory. The database system stores a message usable to confirm that the data was written in the volatile memory and links the metadata to the message. A data structure receives the data and the metadata and stores at least the data. A service managing the data structure provides a confirmation that the data was stored by the data structure. The confirmation includes at least the metadata associated with the data. The database system, in response to the confirmation that the data was obtained by the data structure, identifies the stored message using the metadata included with the confirmation and then releases the message.
G06F 15/16 - Combinations of two or more digital computers each having at least an arithmetic unit, a program unit and a register, e.g. for a simultaneous processing of several programs
Techniques for determining whether retrieved content is sufficient for a language model to generate a response to an input are described. In some embodiments, a system may determine a retrieval complexity (RC) metric based on a question, a reference answer and document results retrieved from a retrieval component (e.g., a search engine, a knowledge search, etc.). The RC metric may be based on whether one of the document results corresponds to the reference answer and whether the reference answer can be determined from the set of the document results (e.g., using two or more document results). The RC metric can be used to determine when retrieved content is to be used by a language model for responding to an input corresponding to the question.
Techniques for caching data objects are described. An expiry policy and a reference for one or more user interface (UI) objects is maintained. A user interface (UI) comprising the one or more UI objects is presented. A determination that a trigger of the expiry policy for a first UI object has been triggered is made based on first data from the UI or the computing device. The first UI object is determined to be expired based on the trigger. A request for a second UI object and second data is generated based on the reference for the second UI object and the expiry policy of the first UI object. The request is transmitted to an information source. The UI is updated to replace the first UI object with the second UI object in response to receiving the second UI object and the second data.
Some embodiments provide a neural network inference circuit for executing a neural network that includes computation nodes. Each respective computation node of a set of the computation nodes includes (i) a respective linear function that includes a respective dot product of input values for the computation node and weight values for the computation node and (ii) a respective non-linear activation function. The neural network inference circuit includes a set of dot product circuits to compute the dot product for a computation node and a post-processing circuit to compute (i) a result of the linear function for the computation node based on the dot product for the computation node and (ii) an output for the computation node by applying a piecewise linear function to the result of the linear function for the computation node to apply the non-linear activation function for the computation node.
Some embodiments provide a method for improving structural sparsity of a machine-trained (MT) network. The method receives a network having multiple layers. Each layer of a set of the layers includes multiple filters of weight values. The method replaces the filters of a particular layer of the network with (i) a first set of filters of weight values, (ii) a set of scale values for the first set of filters, and (iii) a second set of filters of weight values. Each scale value corresponds to a different one of the filters of the first set of filters. The method trains the network by applying constraints to bias at least a subset of the scale values towards zero. When a particular scale value falls below a threshold value, the particular scale value is set to zero.
Result quality metrics of a set of machine learning tasks conducted on various record groups using a plurality of machine learning models are obtained. Based on applying an algorithm to the record groups, respective sets of intermediary results corresponding to records of the groups are obtained. A meta-model for predicting result quality metrics for respective record-group-and-model combinations is trained using a training data set which includes statistical features obtained from the intermediary results. The trained meta-model is stored.
Taxonomy management may be performed for generating and executing data labeling jobs. Data labeling taxonomy versions are managed and reused for data labeling applications generated and executed by a data labeling system. Instead of building labeling jobs through the use of manually managed configuration files that provide a taxonomy, a single taxonomy can be registered, updated, and used multiple times for various different types of labeling scenarios, including chaining jobs and continual learning loops.
A two-stage learning framework provides image-based complementary item recommendations. After receiving an image of a real-world scene depicting at least one object, the first stage generates feature embeddings for the real-world scene and the at least one object. The second stage generates a predicted feature embedding for at least one predicted object from the feature embeddings obtained from the first stage, generates a category embedding for the at least one predicted object from the predicted feature embedding, generates a recommended feature embedding for at least one recommended object from the predicted feature embedding and the category embedding, and outputs an identifier of the at least one recommended object, wherein the at least one recommended object is complementary to the at least one object.
A computer-implemented method can be used to generate a composite image. Image data can be received, and a low-resolution composite image can be generated. A first machine-learning model can be applied to the low-resolution image and to a mask of the image data to generate a second image. A second machine-learning model can be applied to the image data to perform color mapping from an optimal patch to a masked foreground area of the image data. The color mapping can be used to generate a third image. A composite image can be generated using the second image and the third image.
This disclosure describes, in part, techniques for implementing customized motion zones for security monitoring using a privacy screen. In embodiments, such techniques may comprise receiving first data defining a first area associated with a motion zone, receiving image data generated by a camera, the image data encompassing at least a portion of the first area, determining a position of an object detected within the image data, and determining, based on the first data and the position of the object, that the object is inside of the first area. The techniques may further comprise defining a portion of image data that corresponds to the object detected within the image data and the first area, applying at least one obfuscation technique to the image data less that portion of the image data, and sending the image data having the applied obfuscation technique to at least one second electronic device.
