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Time Series forecasting models

An overview of time series forecasting models with sample code. The related article is available here.

The considered models' families are:

R:

  • Naive, Seasonal Naive
  • Any model + STL Decomposition
  • Exponential smoothing
  • SARIMA
  • GARCH
  • Dynamic linear models
  • TBATS
  • NNETAR
  • prophet

Python:

  • LSTM
  • Encoder Decoder

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  • Jupyter Notebook 95.5%
  • R 4.5%