Shypd.aiThe largest open index of AI toolspytorch_active_learning is an Open Source AI Frameworks & Infra tool that provides a PyTorch library for active learning methods. It accompanies the book "Human-in-the-Loop Machine Learning" and includes various sampling techniques.
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pytorch_active_learning is an open-source PyTorch library designed for active learning, accompanying the "Human-in-the-Loop Machine Learning" book. It offers a range of active learning methods, including Least Confidence, Margin of Confidence, Ratio of Confidence, and Entropy sampling. The library also supports more advanced techniques like Model-based Outlier sampling, Cluster-based sampling, and various forms of Active Transfer Learning. It is suitable for researchers and practitioners looking to experiment with and apply active learning strategies in computer vision and natural language processing, with a focus on real-world diversity to avoid bias. The code is stand-alone and can be easily integrated with existing PyTorch installations.
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