Analytics Zoo
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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
  • 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
  • Chronos API
    • AutoTS
    • Auto Models
    • Forecasters
    • Anomaly Detectors
    • TSDataset
    • Simulator
    • AutoTS (deprecated)

Real-World Application

  • Presentations
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  • Chronos API
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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
    • chronos.forecast.tfpark_forecaster
    • chronos.forecast.base_forecaster.BasePytorchForecaster
  • Anomaly Detectors
    • chronos.anomaly.ae_detector
    • chronos.anomaly.dbscan_detector
    • chronos.anomaly.th_detector
  • TSDataset
    • chronos.data.tsdataset
    • chronos.data.experimental.xshards_tsdataset
  • Simulator
    • DPGANSimulator
  • AutoTS (deprecated)
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