Shypd.aiThe largest open index of AI toolsFedLab is an AI Frameworks & Infra tool that simplifies federated learning research. It provides a flexible framework based on PyTorch for building and simulating federated learning algorithms.
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FedLab is a highly customizable and flexible Federated Learning Framework built on PyTorch, designed to simplify research in this burgeoning area of machine learning. It provides essential modules for FL simulation, including communication, compression, model optimization, and data partition, allowing users to construct FL environments with custom components. FedLab supports various federated learning paradigms and algorithms, offering reproductions of baseline algorithms like FedAvg and FedProx. It also provides extensive data partitioning schemes for both IID and non-IID scenarios, along with visualization tools, making it easier for researchers to manage and experiment with diverse datasets.
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