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Episode 32: Building Reliable and Robust ML/AI Pipelines

Vanishing Gradients

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Automate Evaluation and Validation Processes

When evaluating outputs, create functions to automate the process, rather than manually checking each element. Define specific criteria like professionalism in tone and develop metrics for evaluation. Construct sample outputs that meet and fail the criteria to train validators efficiently. Continuously refine the evaluation criteria and examples by comparing human judgment with the automated evaluator's judgment.

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