{
 "schema_version": 1,
 "generated": "2026-10-31",
 "repo": "unit8co/darts",
 "name": "darts",
 "owner": "unit8co",
 "slug": "unit8co-darts",
 "github": "https://github.com/unit8co/darts",
 "what": "Darts is a Python library for forecasting and anomaly detection on time series. Every forecasting model, from ARIMA to N-BEATS, uses the same fit and predict interface, like scikit-learn. It supports univariate and multivariate series, training one model on many series, probabilistic forecasts, past and future covariates, backtesting, and a darts.ad module of anomaly scorers and detectors including a PyODScorer.",
 "why": "9.6k stars, picked up by one AI source we track",
 "language": "Python",
 "requirements": [
  "Python 3.11 or newer, ideally in a clean environment",
  "`pip install darts`",
  "Your series as a pandas DataFrame or one of the supported backends"
 ],
 "audience_note": "Data scientists who want to compare many forecasting models without rewriting their code each time.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Data and analytics",
 "url": "https://dedupedai.com/use-cases/unit8co-darts/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "unit8co-darts--forecast-a-series-with-darts-exponential-smoothing",
   "title": "Get a probabilistic forecast in a few lines",
   "best": true,
   "url": "https://dedupedai.com/use-cases/unit8co-darts/forecast-a-series-with-darts-exponential-smoothing/",
   "json": "https://dedupedai.com/use-cases/u/unit8co-darts/forecast-a-series-with-darts-exponential-smoothing.json"
  },
  {
   "id": "unit8co-darts--detect-anomalies-in-a-series-with-darts",
   "title": "Flag anomalies in a multivariate series",
   "best": false,
   "url": "https://dedupedai.com/use-cases/unit8co-darts/detect-anomalies-in-a-series-with-darts/",
   "json": "https://dedupedai.com/use-cases/u/unit8co-darts/detect-anomalies-in-a-series-with-darts.json"
  },
  {
   "id": "unit8co-darts--backtest-and-compare-forecasting-models-in-darts",
   "title": "Compare many models on the same series fairly",
   "best": false,
   "url": "https://dedupedai.com/use-cases/unit8co-darts/backtest-and-compare-forecasting-models-in-darts/",
   "json": "https://dedupedai.com/use-cases/u/unit8co-darts/backtest-and-compare-forecasting-models-in-darts.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}