Deep learning is a subset of machine learning, which itself is a branch of artificial intelligence (AI). It's based on the idea of neural networks, which are mathematical models inspired by the structure and function of the human brain.

In deep learning, these neural networks are composed of many layers of interconnected nodes (neurons), which allow the network to learn complex patterns and representations from data. The "deep" in deep learning refers to the multiple layers through which data is transformed as it passes through the network.

Deep learning has gained significant attention and popularity due to its ability to automatically learn features from raw data, without the need for manual feature extraction, and its impressive performance in tasks such as image and speech recognition, natural language processing, and many others.

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