TRAINIUM

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 using a trained AI model to make predictions, answer prompts, generate text, images, and video, or analyze new data; downloadable computer software for performance monitoring, profiling, and debugging of machine learning model training and inference; machine learning (ML) accelerator chips; artificial intelligence (AI) 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 for using a trained AI model to make predictions, answer prompts, generate text, images, and video, or analyze new data; Technical consulting and support services in the field of custom AI hardware; Advising others on optimizing machine learning workloads using specialized chips; all of the foregoing for use with custom machine learning chips.