Data Mismatch, Transfer, and Multitask Learning
When training data and production data differ, the usual bias-variance diagnosis gives the wrong answer.
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Machine Learning Model Improvement Strategy
The hard part is not training a model. It is knowing which of ten possible improvements to try next.