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Deep learning is a specialized field within AI that uses deep layers of neural networks to find patterns in complex data. It requires a strong understanding of advanced mathematics, proficiency in programming languages such as Python, and knowledge of machine learning frameworks. Deep learning professionals also need access to high-powered computers with multiple cores and large amounts of memory.