AI_Platform

效果展示

TODO

• REST Framework 前段后端分离

  

参考

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

• Horovod
• BytePS: A high performance and generic framework for distributed DNN training

在线模型压缩加速

• 一键转换 Caffe, ONNX, TensorFlow 到 NCNN, MNN, Tengine：基于WebAssembly