AI Explanations Whitepaper

Whitepaper

Published January 2022

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This whitepaper is a technical reference accompanying Google Cloud's AI Explanations product. It is targeted at model developers & data scientists responsible for designing and delivering ML models. Google's goal is for them to leverage AI Explanations to simplify model development as well as explain the model’s behavior to key stakeholders.

Product managers, business leaders and end users may also find parts of this whitepaper relevant, particularly around use cases enabled by AI Explanations and, crucially, considerations around its proper usage as well as its current limitations. Specifically, we refer these readers to the "Usage Examples" as well as the "Attribution Limitations and Usage Considerations" sections.