What is the difference between traditional machine learning and deep learning? When would you choose one approach over the other?

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Deep learning is a subset of machine learning that uses neural networks with multiple layers to learn hierarchical representations of data. While both approaches learn from data, they differ significantly in how they process information and when they excel.