Mental Models for Models
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Lessons connect machine learning to product management concerns like cold start problems and the economic costs of data collection and labeling.
The structure includes dedicated sections on distribution shift, silent failures, and the business risks of biased models.
Includes a specific module to apply machine learning mental models to Large Language Models and generative AI.
The curriculum avoids mathematical formulas, code, and hands-on programming exercises.
The curriculum aligns well with the needs of product and business leaders as described in the requirements.