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Learn the simple rule: deep learning wins on images, audio, text and very large data; classic ML (XGBoost, random forest) often wins on small tables. Also: DL needs more data, more compute (GPU) and is harder to explain.
Builds on: S03 · Build: Choosing the Right Algorithm (decision guide)