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Companies like Netflix, Uber (Michelangelo), and Airbnb frequently publish their actual ML architectures for free. Final Prep Tip

How do you detect concept drift ? When should you trigger a model retraining pipeline? Why Candidates Look for the Ali Aminian Framework Companies like Netflix

Before jumping into algorithms, you must define what "success" looks like. or filter spam?)

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What are we trying to achieve? (e.g., Increase CTR, reduce churn, or filter spam?)