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| { | |
| "documents": [ | |
| { | |
| "title": "What is Machine Learning?", | |
| "content": "Machine learning is a branch of artificial intelligence that focuses on building applications that learn from data and improve their accuracy over time without being explicitly programmed to do so.", | |
| "source": "Introduction to ML", | |
| "section": "Basics" | |
| }, | |
| { | |
| "title": "Types of Machine Learning", | |
| "content": "The three main types of machine learning are supervised learning, unsupervised learning, and reinforcement learning. Each type serves different purposes and is suitable for different kinds of problems.", | |
| "source": "ML Fundamentals", | |
| "section": "Classification" | |
| }, | |
| { | |
| "title": "Understanding Deep Learning", | |
| "content": "Deep learning is a subset of machine learning that uses neural networks with multiple layers (deep neural networks) to analyze various factors of data. It can automatically discover the representations needed for feature detection or classification.", | |
| "source": "Deep Learning Guide", | |
| "section": "Advanced Topics" | |
| } | |
| ] | |
| } |