github tinkoff-ai/etna 1.0.0
etna 1.0.0

latest releases: 2.2.0, 2.1.0, 2.0.0...
2 years ago

This is our first release 🎉
More to come!
Stay tuned!

Added

  • Models
    • CatBoost
    • Prophet
    • Seasonal Moving Average
    • Naive
    • Linear
  • Transforms
    • Rolling statistics
    • Trend removal
    • Segment encoder
    • Datetime flags
    • Sklearn skalers (MinMax, Robust, MinMaxAbs, Standard, MaxAbs)
    • BoxCox, YeoJohnson, LogTransform
    • Lag operator
    • NaN imputer
  • TimeSeriesCrossValidation
  • Time Series Dataset (TSDataset)
  • Playground datasets generation (AR, constant, periodic, from pattern)
  • Matrics (MAE, MAPE, SMAPE, MedAE, MSE, MSLE, R^2)
  • EDA mehods
    • Outliers detection
    • PACF plot
    • Cross correlation plot
    • Destribution plot
    • Anomalies (Outliers) plot
    • Backtest (CrossValidation) plot
    • Forecast plot

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