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October 25, 2021

Merlion - open-source machine learning library for time series - Forecasting

Paper - Merlion: A Machine Learning Library for Time Series

Key Notes

  • From Salesforce another forecasting library
  • Merlin includes classic statistical methods, tree ensembles, and deep learning methods. 
  • Merlion implements many diverse models for both forecasting and anomaly detection

Forecasting Algos List

Univariate time series forecasting

  • ARIMA (AutoRegressive Integrated Moving Average)
  • SARIMA (Seasonal ARIMA)
  • ETS (Error, Trend, Seasonality)
  • Prophet
  • Deep autoregressive LSTM

Multivariate forecasting models

  • autoregression algorithm
  • Vector Autoregression






Examples

Documentation

Orbit: A Python Package for Bayesian Forecasting

Orbit: Probabilistic Forecast with Exponential Smoothing

darts is a Python library for easy manipulation and forecasting of time series

Time Series Made Easy in Python

Keep Exploring!!!

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