Machine learning is at the heart of AI, and understanding its fundamentals is critical for any software engineer. Machine learning involves algorithms that allow systems to learn from data and improve their performance over time without being explicitly programmed.
Deep learning, a subset of machine learning, focuses on neural networks with multiple layers. These neural networks are designed to mimic the human brain's structure, enabling machines to perform complex tasks such as image recognition and natural language processing.
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