Content summarization and/or recommendation apparatus and method

A method implemented using a client computer, the client computer to be used in association with processing content data, the client computer to be configured to communicate with a remote server system via a network, the client computer comprising programmable system-on-chip (SOC) and input/output (I/O) device hardware, the programmable SOC comprising central processing unit (CPU) core circuitry and accelerator circuitry, the method comprising:

• using the accelerator circuitry in association with execution of artificial intelligence (AI)-related operations and/or machine learning (ML)-related operations, the AI-related operations and/or the ML-related operations to be based, at least in part, upon model data, server-related data, and the content data, the AI-related operations and/or the ML-related operations to result in generation of results data;
• and
• generating, using the input/output (I/O) device hardware, user output data corresponding, at least in part, to the results data;
• wherein:
• the accelerator circuitry comprises graphics processing unit (GPU) circuitry and neural network accelerator circuitry;
• the content data is configurable to comprise one or more of audio data, video data, and/or text data;
• the results data is configurable, based upon user input data, to comprise (1) at least one summary of the content data, and (2) user recommendation data related to the content data;
• the at least one summary is selectable, based upon the user input data, from multiple possible summaries of the content data;
• the multiple possible summaries are different from each other, at least in part;
• the multiple possible summaries correspond, at least in part, to multiple possible manners of user presentation via the I/O device hardware;
• in event that the content data comprises the audio data and/or the video data, the at least one summary and/or the recommendation data are configurable to be generated in association with transcription data that corresponds, at least in part, to the audio data and/or the video data;
• the AI-related operations and/or the ML-related operations are associated, at least in part, with language processing;
• the language processing comprises determining one or more key words and/or one or more key phrases to be comprised in the at least one summary;
• and
• the server-related data is to be generated by the remote server system for use in association with the language processing.

At least one non-transitory computer-readable storage medium storing instructions for being executed by a client computer, the client computer to be used in association with processing content data, the client computer to be configured to communicate with a remote server system via a network, the client computer comprising programmable system-on-chip (SOC) and input/output (I/O) device hardware, the programmable SOC comprising central processing unit (CPU) core circuitry and accelerator circuitry, the method comprising:

• using the accelerator circuitry in association with execution of artificial intelligence (AI)-related operations and/or machine learning (ML)-related operations, the AI-related operations and/or the ML-related operations to be based, at least in part, upon model data, server-related data, and the content data, the AI-related operations and/or the ML-related operations to result in generation of results data;
• and
• generating, using the input/output (I/O) device hardware, user output data corresponding, at least in part, to the results data;
• wherein:
• the accelerator circuitry comprises graphics processing unit (GPU) circuitry and neural network accelerator circuitry;
• the content data is configurable to comprise one or more of audio data, video data, and/or text data;
• the results data is configurable, based upon user input data, to comprise (1) at least one summary of the content data, and (2) user recommendation data related to the content data;
• the at least one summary is selectable, based upon the user input data, from multiple possible summaries of the content data;
• the multiple possible summaries are different from each other, at least in part;
• the multiple possible summaries correspond, at least in part, to multiple possible manners of user presentation via the I/O device hardware;
• in event that the content data comprises the audio data and/or the video data, the at least one summary and/or the recommendation data are configurable to be generated in association with transcription data that corresponds, at least in part, to the audio data and/or the video data;
• the AI-related operations and/or the ML-related operations are associated, at least in part, with language processing;
• the language processing comprises determining one or more key words and/or one or more key phrases to be comprised in the at least one summary;
• and
• the server-related data is to be generated by the remote server system for use in association with the language processing.

Programmable system-on-chip (SOC) configurable for use in a client computer, the client computer to be used in association with processing content data, the client computer to be configured to communicate with a remote server system via a network, the client computer comprising input/output (I/O) device hardware, the programmable SOC comprising:

• central processing unit (CPU) core circuitry;
• in-package memory for use in memory operations associated with the CPU core circuitry;
• and
• accelerator circuitry comprising graphics processing unit (GPU) circuitry and neural network accelerator circuitry, the accelerator circuitry to be used in association with execution of artificial intelligence (AI)-related operations and/or machine learning (ML)-related operations, the AI-related operations and/or the ML-related operations to be based, at least in part, upon model data, server-related data, and the content data, the AI-related operations and/or the ML-related operations to result in generation of results data;
• wherein:
• the I/O device hardware is to generate user output data corresponding, at least in part, to the results data;
• the content data is configurable to comprise one or more of audio data, video data, and/or text data;
• the results data is configurable, based upon user input data, to comprise (1) at least one summary of the content data, and (2) user recommendation data related to the content data;
• the at least one summary is selectable, based upon the user input data, from multiple possible summaries of the content data;
• the multiple possible summaries are different from each other, at least in part;
• the multiple possible summaries correspond, at least in part, to multiple possible manners of user presentation via the I/O device hardware;
• in event that the content data comprises the audio data and/or the video data, the at least one summary and/or the recommendation data are configurable to be generated in association with transcription data that corresponds, at least in part, to the audio data and/or the video data;
• the AI-related operations and/or the ML-related operations are associated, at least in part, with language processing;
• the language processing comprises determining one or more key words and/or one or more key phrases to be comprised in the at least one summary;
• and
• the server-related data is to be generated by the remote server system for use in association with the language processing.