TRAINIUM

Computer hardware for training machine learning models across applications; Computer hardware for training and accelerating machine learning models for image recognition, natural language processing, speech recognition, translation, personalization, fraud detection, forecasting, autonomous vehicles, and recommendation engines; Computer hardware for machine learning acceleration across applications; Computer hardware specifically designed to facilitate the delivery of cloud computing services, namely, semiconductors, computer chips, integrated circuits, central processing units, electronic circuits and microprocessors; computer chips; computer hardware used for advanced cloud computing functions in the nature of machine learning, optimizing power, performance and cost for cloud computing services, and delivering cloud computing services at scale; computer hardware for executing and accelerating machine learning inference workloads; computer hardware for deploying and running trained machine learning models in production environments; computer hardware for high-throughput, low-latency execution of artificial intelligence (AI) and machine learning inference; downloadable computer software for use in the operation of semiconductors, computer chips, and central processing units; downloadable computer software development tools; downloadable computer software for developing computer hardware; downloadable computer firmware and software for use in the operation of semiconductors, computer chips, and central processing units; downloadable computer software used for advanced cloud computing functions in the nature of machine learning, optimizing power, performance and cost for cloud computing services, and delivering cloud computing services at scale; downloadable computer software for operation, management and control of computer chips, central processing units and microprocessors; downloadable computer software using artificial intelligence (AI) for generating predictions, answering user prompts, and generating text, images, and video, and analyzing new data; downloadable computer software for performance monitoring, profiling, and debugging of machine learning model training and inference; machine learning (ML) computer accelerator chips; artificial intelligence (AI) graphic accelerator processors; all of the foregoing for use with custom machine learning chips

Providing temporary use of on-line non-downloadable cloud computing software for executing and accelerating machine learning inference workloads; Providing temporary use of on-line non-downloadable cloud computing software for deploying and running trained machine learning models in production environments; Providing temporary use of on-line non-downloadable cloud computing software for high-throughput, low-latency execution of artificial intelligence (AI) and machine learning inference; Providing temporary use of on-line non-downloadable cloud computing software for performance monitoring, profiling, and debugging of machine learning model training and inference; Providing temporary use of on-line non-downloadable cloud computing software using artificial intelligence (AI) for generating predictions, answering user prompts, and generating text, images, and video, and analyzing new data; Technical support services, namely, troubleshooting in the nature of diagnosing computer hardware, namely, custom artificial intelligence (AI) hardware; Advisory services for others in the field of optimizing machine learning workloads using specialized chips; all of the foregoing for use with custom machine learning chips