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
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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