Darts

The Python library that unifies time-series forecasting, from classic models to deep learning.

Darts, built by Unit8, exposes a single fit/predict API across dozens of forecasting models: ARIMA, Exponential Smoothing, Prophet and Theta, but also lag-based regression (LightGBM, XGBoost) and deep networks such as N-BEATS, TFT, TiDE or TSMixer. Its TimeSeries object handles multivariate series, past and future covariates, probabilistic forecasting, backtesting and anomaly detection. It's our choice when several model families need a fair comparison on the same series before the best one goes to production.