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bigdl-2.0

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
RayOnSpark User Guide
Chronos User Guide
PPML User Guide
Developer Guide

Common Use Case

Use torch.distributed in Orca
Use Spark Dataframe for Deep Learning
Use Distributed Pandas for Deep Learning
Use AutoTSEstimator for Time-Series Forecasting
Use TSDataset and Forecaster for Time-Series Forecasting
Use Anomaly Detector for Unsupervised Anomaly Detection
Use Keras-Like API for BigDL
Use Spark ML Pipeline for BigDL
Enable AutoML for PyTorch
Use AutoXGBoost to auto-tune XGBoost parameters

Orca Overview

The Orca Library
Orca Context
Distributed Data-Parallel Processing
Distributed Training and Inference
Distributed Hyper-parameter Tuning

Python API

Orca API
AutoML API
Friesian Feature API
- friesian.feature.table
Chronos API

Real-World Application

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