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[DOCS] New Release Examples (#582)
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.gitignore

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README.md

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Validation](https://nixtlaverse.nixtla.io/mlforecast/docs/how-to-guides/cross_validation.html):
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robust model’s performance evaluation.
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🔁 [M5: Reuse CV Splits + Global/Grouped Rolling Means](https://nixtlaverse.nixtla.io/mlforecast/docs/how-to-guides/hyperparameter_optimization):
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optimize with cached CV windows while tuning global and grouped rolling features in one workflow.
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🔌 [Predict Demand
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Peaks](https://nixtlaverse.nixtla.io/mlforecast/docs/tutorials/electricity_peak_forecasting.html):
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electricity load forecasting for detecting daily peaks and reducing

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