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Merged
nasaul merged 5 commits into from
Feb 4, 2026
Merged

docs: use utilsforecast.evaluation.evaluate in notebooks #1084

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65e5698
docs: use utilsforecast.evaluation.evaluate across notebooks
IndarKarhana Jan 29, 2026
357887b
Merge branch 'main' into issue/834-docs-evaluate-refactor
IndarKarhana Jan 30, 2026
44653ca
Run tutorials
nasaul Feb 3, 2026
7dcbcb3
Merge branch 'main' into issue/834-docs-evaluate-refactor
nasaul Feb 3, 2026
fe9b1e3
Update crossvalidation
nasaul Feb 3, 2026
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277 changes: 153 additions & 124 deletions nbs/docs/getting-started/getting_Started_complete.ipynb
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235 changes: 141 additions & 94 deletions nbs/docs/getting-started/getting_Started_complete_polars.ipynb
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71 changes: 48 additions & 23 deletions nbs/docs/tutorials/CrossValidation.ipynb
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7 changes: 6 additions & 1 deletion nbs/docs/tutorials/GARCH_tutorial.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -173,6 +173,9 @@
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"os.environ['NIXTLA_ID_AS_COL'] = '1'\n",
"\n",
"import yfinance as yf\n",
"import pandas as pd"
]
Expand Down Expand Up @@ -1297,6 +1300,7 @@
"metadata": {},
"outputs": [],
"source": [
"from utilsforecast.evaluation import evaluate\n",
"from utilsforecast.losses import mae"
]
},
Expand Down Expand Up @@ -1504,7 +1508,8 @@
}
],
"source": [
"mae_cv = mae(cv_df, models=models, target_col='actual').set_index('unique_id')\n",
"mae_cv = evaluate(cv_df, metrics=[mae], models=models, target_col='actual')\n",
"mae_cv = mae_cv.drop(columns=['metric']).set_index('unique_id')\n",
"mae_cv"
]
},
Expand Down