BigDL
2.0test

Quick Start

  • TensorFlow 1.15 Quickstart
  • Keras 2.3 Quickstart
  • TensorFlow 2 Quickstart
  • PyTorch Quickstart
  • RayOnSpark Quickstart

User Guide

  • Python User Guide
  • Scala User Guide
  • Colab User Guide
  • Docker User Guide
  • Hadoop/YARN User Guide
  • K8s User Guide
  • Databricks User Guide
  • Developer Guide

DLlib Overview

  • DLlib User Guide
  • Keras-Like API
  • Spark ML Pipeline Support

Orca Overview

  • The Orca Library
  • Orca Context
  • Distributed Data Processing
  • Distributed Training and Inference
  • Distributed Hyper-Parameter Tuning
  • RayOnSpark

Chronos Overview

  • Chronos User Guide
  • AutoTSEstimator
  • TSDataset and Forecaster
  • Anomaly Detector

PPML Overview

  • PPML User Guide

Common Use Case

  • Use torch.distributed in Orca
  • Use Spark Dataframe for Deep Learning
  • Use Distributed Pandas for Deep Learning
  • Enable AutoML for PyTorch
  • Use AutoXGBoost to auto-tune XGBoost parameters

Python API

  • Orca API
  • AutoML API
  • Friesian Feature API
  • Chronos API

Real-World Application

  • Presentations
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