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REST Framework 前段后端分离
开源AI平台
- Weights & Biases – Developer tools for ML
- Microsoft/PAI: Resource scheduling and cluster management for AI
- Microsoft/NNI: An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
- Angel-ML: A Flexible and Powerful Parameter Server for large-scale machine learning
- Determined: Deep Learning Training Platform
- BentoML: Model Serving Made Easy
网页标注平台
- COCO Annotator
- Label Studio
- Computer Vision Annotation Tool (CVAT)
- 3D Bounding Box Annotation Tool (3D-BAT) Point cloud and Image Labeling
超参自动优化工具
- Talos
- Hpman
- Optuna: A hyperparameter optimization framework
- Hyperboard: A web-based dashboard for Deep Learning
实验管理工具
- PrefectHQ/Prefect: The easiest way to automate your data
- Sacred: Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
- RunX
- Feast: Feature Store for Machine Learning
- Model analysis tools for TensorFlow 模型分析工具
分布式训练框架
在线模型压缩加速