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you-do-4 #21

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f839e8a
feat: add FeatureExtractor
Bahadir-Erdem Feb 17, 2025
3393cb2
fix: fix mishandling categorical column
Bahadir-Erdem Feb 17, 2025
5085e1a
feat: add baseline model
Bahadir-Erdem Feb 17, 2025
2f2f69a
feat: add catboost model
Bahadir-Erdem Feb 17, 2025
3716ab5
fix: now if there is no previous selected features, using all of them…
Bahadir-Erdem Feb 18, 2025
988dbcd
Add: Custom TargetEncoder added. TargetEncoder can automatically sele…
Bahadir-Erdem Feb 27, 2025
1926dda
Feat: TargetEncoder is now compatible sktime splits.
Bahadir-Erdem Feb 28, 2025
e6d5407
Feat: FeatureExtractor now uses datetime as index.
Bahadir-Erdem Mar 1, 2025
55a5f64
Feat: TargetEncoder is now compatible with sktime splits.
Bahadir-Erdem Mar 1, 2025
cc6bd54
Fix: Duplicate datetime index value problem resolved. weather_code used.
Bahadir-Erdem Mar 3, 2025
084d475
Refactor: Folder name changed. FeatureExtractor added.
Bahadir-Erdem Mar 3, 2025
347907b
Feat: Catboost model trained with expanding window and TargetEncoder.
Bahadir-Erdem Mar 3, 2025
3ebe7b6
Fix: Category column type corrected.
Bahadir-Erdem Mar 6, 2025
1d9a1e3
Feat: Ridge model trained with expanding window and TargetEncoder.
Bahadir-Erdem Mar 6, 2025
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Fix: Category column type corrected.
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@Bahadir-Erdem
Bahadir-Erdem committed Mar 6, 2025
commit 3ebe7b6dfe5df73d4ba4671e305fa1c8fac8b3bf
4 changes: 2 additions & 2 deletions week2/friday/you_do_4/notebooks/5.2-feature-engineering-oop.ipynb
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Expand Up @@ -23,11 +23,11 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"past_knowledge = pd.read_csv(cleaned_dataset_address, parse_dates=[\"datetime\"]).set_index(\"datetime\")"
"past_knowledge = pd.read_csv(cleaned_dataset_address, parse_dates=[\"datetime\"], converters={\"weather_code\": str}).set_index(\"datetime\")"
]
},
{
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