RealSeries
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Getting Started

  • Installation
  • Examples
    • IsolationForest Example
    • Pytorch basded Neural Network Example
    • Series and Label Visualize Example
    • Granger causality Example
      • Industrial demo
      • Simulation demo
    • VAE for anomaly detection Example

Documentation

  • API Cheetsheet
    • Model
    • Data
    • Visualize
  • API Reference
    • All Models
      • realseries.models.AR module
      • realseries.models.DWGC module
      • realseries.models.GC module
      • realseries.models.NAR module
      • realseries.models.base module
      • realseries.models.iforest module
      • realseries.models.lstm_dynamic module
      • realseries.models.lumino module
      • realseries.models.rcforest module
      • realseries.models.rnn module
      • realseries.models.seqvl module
      • realseries.models.sr module
      • realseries.models.srcnn module
      • realseries.models.stl module
      • realseries.models.vae_ad module
      • realseries.models.vae_dense module
      • realseries.models.crmmd module
      • realseries.models.hnn module
      • realseries.models.mc_dropout module
    • Utility Functions
      • realseries.utils.data module
      • realseries.utils.dataset module
      • realseries.utils.errors module
      • realseries.utils.evaluation module
      • realseries.utils.preprocess module
      • realseries.utils.segment module
      • realseries.utils.utility module
      • realseries.utils.visualize module
  • Time Series Datasets
    • Forecast Datasets
    • Anomaly Detection Datasets
    • Granger causality Datasets

RealSeries 101

  • Anomaly Detection
    • Problem Description
    • Models
  • Granger causality
    • Problem Description of Granger causality
    • Models of Granger causality
  • Forecast with Uncertainty
    • Problem Description
    • Models

Contribution

  • Contribution
  • How to Contribute
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