Analytics Zoo is an open source Big Data AI platform, and includes the following features for scaling end-to-end AI to distributed Big Data:
- Orca: seamlessly scale out TensorFlow and PyTorch for Big Data (using Spark & Ray)
- RayOnSpark: run Ray programs directly on Big Data clusters
- BigDL Extensions: high-level Spark ML pipeline and Keras-like APIs for BigDL
- Chronos: scalable time series analysis using AutoML
- PPML: privacy preserving big data analysis and machine learning (experimental)
.. toctree:: :maxdepth: 1 :caption: Quick Start doc/Orca/QuickStart/orca-tf-quickstart.md doc/Orca/QuickStart/orca-keras-quickstart.md doc/Orca/QuickStart/orca-tf2keras-quickstart.md doc/Orca/QuickStart/orca-pytorch-quickstart.md doc/Ray/QuickStart/ray-quickstart.md
.. toctree:: :maxdepth: 1 :caption: User Guide doc/UserGuide/python.md doc/UserGuide/scala.md doc/UserGuide/colab.md doc/UserGuide/docker.md doc/UserGuide/hadoop.md doc/UserGuide/k8s.md doc/UserGuide/databricks.md doc/Ray/Overview/ray.md doc/Chronos/Overview/chronos.md doc/PPML/Overview/ppml.md doc/UserGuide/develop.md
.. toctree:: :maxdepth: 1 :caption: Common Use Case doc/Orca/QuickStart/orca-pytorch-distributed-quickstart.md doc/UseCase/spark-dataframe.md doc/UseCase/xshards-pandas.md doc/Chronos/QuickStart/chronos-autots-quickstart.md doc/Chronos/QuickStart/chronos-tsdataset-forecaster-quickstart.md doc/Chronos/QuickStart/chronos-anomaly-detector.md doc/UseCase/keras-api.md doc/UseCase/nnframes.md doc/Orca/QuickStart/orca-autoestimator-pytorch-quickstart.md doc/Orca/QuickStart/orca-autoxgboost-quickstart.md
.. toctree:: :maxdepth: 1 :caption: Orca Overview doc/Orca/Overview/orca.md doc/Orca/Overview/orca-context.md doc/Orca/Overview/data-parallel-processing.md doc/Orca/Overview/distributed-training-inference.md
.. toctree:: :maxdepth: 1 :caption: Python API doc/PythonAPI/Orca/orca.rst doc/PythonAPI/AutoML/automl.rst doc/PythonAPI/Friesian/feature.rst doc/PythonAPI/Chronos/index.rst
.. toctree:: :maxdepth: 1 :caption: Real-World Application doc/Application/presentations.md doc/Application/powered-by.md