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How do I choose between traditional ML models and deep learning for a small dataset?

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I'm working on a prediction project with a limited dataset (~5,000 rows). Should I use deep learning or stick with classic ML models like Random Forest or SVM? What are the risks and trade-offs, and how do I decide?

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