{
 "schema_version": 1,
 "generated": "2026-10-31",
 "repo": "google-research/timesfm",
 "name": "timesfm",
 "owner": "google-research",
 "slug": "google-research-timesfm",
 "github": "https://github.com/google-research/timesfm",
 "what": "TimesFM is Google Research's pretrained time series foundation model. Version 3.0 forecasts univariate and multivariate series zero shot, supports past only and past and future covariates, and returns point forecasts plus nine quantiles. It installs from PyPI with a PyTorch backend or an MLX backend for Apple silicon, and the repo includes a LoRA fine-tuning example.",
 "why": "35k stars, picked up by one AI source we track",
 "language": "",
 "requirements": [
  "Python with pip, and `pip install timesfm[torch]`, or `pip install timesfm[mlx]` on Apple silicon",
  "A CUDA GPU for the PyTorch examples, which set device to cuda",
  "Your series as NumPy arrays"
 ],
 "audience_note": "Data scientists and analysts who want forecasts without training a model per series.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Data and analytics",
 "url": "https://dedupedai.com/use-cases/google-research-timesfm/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "google-research-timesfm--forecast-a-series-zero-shot-with-timesfm",
   "title": "Forecast a series without training anything",
   "best": true,
   "url": "https://dedupedai.com/use-cases/google-research-timesfm/forecast-a-series-zero-shot-with-timesfm/",
   "json": "https://dedupedai.com/use-cases/u/google-research-timesfm/forecast-a-series-zero-shot-with-timesfm.json"
  },
  {
   "id": "google-research-timesfm--forecast-with-covariates-using-timesfm",
   "title": "Forecast several related series with drivers",
   "best": false,
   "url": "https://dedupedai.com/use-cases/google-research-timesfm/forecast-with-covariates-using-timesfm/",
   "json": "https://dedupedai.com/use-cases/u/google-research-timesfm/forecast-with-covariates-using-timesfm.json"
  },
  {
   "id": "google-research-timesfm--run-timesfm-on-apple-silicon-with-mlx",
   "title": "Run forecasts on a Mac with no GPU server",
   "best": false,
   "url": "https://dedupedai.com/use-cases/google-research-timesfm/run-timesfm-on-apple-silicon-with-mlx/",
   "json": "https://dedupedai.com/use-cases/u/google-research-timesfm/run-timesfm-on-apple-silicon-with-mlx.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."
}