Online Learning

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• Understanding few-shot learning in machine learning | Michael J. Garbade
• On First-Order Meta-Learning Algorithms | A. Nichol, J. Achiam, and J. Schulman - OpenAI
• Learning to Learn | Chelsea Finn
• Learning Techniques

Most of the time, computer vision systems need to see hundreds or thousands (or even millions) of examples to figure out how to do something. One-shot and few-shot learning try to create a system that can be taught to do something with far less training. It’s similar to how toddlers might learn a new concept or task.