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Enhance notebooks with exercises and GPU support#5

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bernalde merged 31 commits intomainfrom
notebooks-15-21-improvements
Feb 3, 2026
Merged

Enhance notebooks with exercises and GPU support#5
bernalde merged 31 commits intomainfrom
notebooks-15-21-improvements

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@bernalde bernalde commented Feb 3, 2026

Add various downloads and mini-exercises to multiple deep learning notebooks. Introduce optional GPU flags and checks for improved performance. Refresh outputs and clarify content across notebooks to enhance user understanding and engagement. Fix typos and improve references for better documentation.

Update cell outputs after rerun and apply small markdown tweaks (badge/Colab note).
Rephrase the 'better than linear regression' note to be output-dependent.
Explain fixed hyperparameters for runtime and make the difference-model conclusion conditional on observed metrics.
Soften k-means/silhouette commentary to reference the plotted results and invite comparison across runs.
Frame correlation/outlier notes as hypotheses and qualify missing-data/PCA commentary based on the run.
Refresh notebook outputs and update train/test feature-label files produced by the rerun.
Update cell outputs to match the latest notebook run.
Refresh cell outputs after rerunning the notebook.
Update notebook outputs and regenerate prior/posterior/predictive plots.
Refresh outputs to match the latest execution.
Update notebook outputs to align with the latest run.
Clean up typos/phrasing, soften a hardcoded learning-rate claim, and add inline doc notes plus a References section.
Correct small wording issues and add inline doc notes plus a References section.
Standardize terminology and add inline scikit-learn refs plus a References section.
Clean up wording, improve scikit-learn section, and add inline doc notes plus a References section.
Clean up wording, replace placeholder metric note, and add inline references plus a References section.
Correct principal/anomalous typos, soften PCA conclusions to be output-dependent, and add a Hampel reference.
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@bernalde bernalde merged commit fdc2cdb into main Feb 3, 2026
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@bernalde bernalde deleted the notebooks-15-21-improvements branch February 3, 2026 18:22
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