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An overview of univariate time series forecasting models with sample code.

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