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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

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
  • Time Series Processing and Feature Engineering Overview
  • Time Series Forecasting Overview
  • Time Series Anomaly Detection Overview
  • Generate Synthetic Sequential Data Overview
  • Useful Functionalities Overview
  • 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
    • AutoTS
    • Auto Models
    • Forecasters
    • Anomaly Detectors
    • TSDataset
    • Simulator
    • AutoTS (deprecated)

Real-World Application

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Chronos APIΒΆ

  • AutoTS
    • AutoTSEstimator
    • TSPipeline
  • Auto Models
    • AutoTCN
    • AutoLSTM
    • AutoSeq2Seq
    • AutoARIMA
    • AutoProphet
    • BasePytorchAutomodel
  • Forecasters
    • LSTMForecaster
    • Seq2SeqForecaster
    • TCNForecaster
    • TCMFForecaster
    • MTNetForecaster
    • ARIMAForecaster
    • ProphetForecaster
    • TFParkForecaster
    • BasePytorchForecaster
  • Anomaly Detectors
    • AEDetector
    • DBScanDetector
    • ThresholdDetector
  • TSDataset
    • TSDataset
    • XShardsTSDataset
  • Simulator
    • DPGANSimulator
  • AutoTS (deprecated)
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