This document outlines key factors affecting machine learning model training efficiency and presents corresponding optimization approaches.

It provides guidance for AI providers and producers through a structured set of characteristics and related optimizations to improve training efficiency. This information can support the evaluation and comparison of various ML training strategies.

This document does not specify any training accelerating mechanisms provided and implemented within machine learning computing device described in ISO/IEC TR 17903.