Testing Machine Learning Models

I will show techniques to test ML model behaviors and fairness, and explain why testing beyond validation metrics is important.

Zillow lost millions because they didn't have proper MLOps or testing processes. They relied on the training metrics, like accuracy, but Software Quality goes beyond that. I will cover different testing types, techniques, and concepts that you can apply to make high-quality ML Systems.

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