BigDL
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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
  • BigDL Known Issues

Nano

  • Nano User Guide
  • Windows User Guide
  • BigDL-Nano PyTorch Training Overview
  • BigDL-Nano PyTorch Inference Overview
  • BigDL-Nano TensorFlow Training Overview
  • BigDL-Nano TensorFlow Inference Overview
  • AutoML Overview
  • Nano Tutorial
  • Nano How-to Guides
  • Nano Known Issues

DLlib

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

Orca

  • Orca User Guide
  • Orca Context
  • Distributed Data Processing
  • Distributed Training and Inference
  • Distributed Hyper-Parameter Tuning
  • RayOnSpark
  • Orca Known Issues

Chronos

  • Chronos User Guide
  • Chronos Quick Tour
  • Chronos How-to Guides
  • Chronos Examples
  • Chronos Deep Dive
  • Chronos Known Issue

PPML

  • Privacy Preserving Machine Learning (PPML) User Guide
  • Trusted Big Data Analytics and ML
  • Trusted FL (Federated Learning)
  • Secure Your Services
  • Building Linux Kernel from Source with SGX Enabled
  • Deploy the Intel SGX Device Plugin for Kubernetes
  • Trusted Cluster Serving with Graphene on Kubernetes
  • TPC-H with Trusted SparkSQL on Kubernetes
  • TPC-DS with Trusted SparkSQL on Kubernetes
  • Privacy Preserving Machine Learning (PPML) on Azure User Guide

Serving

  • Cluster Serving User Guide
  • Cluster Serving Quick Start
  • Install Cluster Serving
  • Start Cluster Serving
  • Inference by Cluster Serving
  • Cluster Serving Example
  • Cluster Serving FAQ
  • Contribute to Cluster Serving

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
  • Friesian Feature API
  • Chronos API
  • Nano API

Real-World Application

  • Presentations
  • Blogs
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