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What changes are you trying to make? (e.g. Adding or removing code, refactoring existing code, adding reports)

Added code to assignment 1. Constructed and evaluated model pipelines on the Forest Fires dataset.

  • Included code for data preprocessing, feature engineering, training, and evaluation of multiple regressors.
  • Saved the best model as a pickle file.

What did you learn from the changes you have made?

Could have explored more advanced ensemble methods, but focused on tree-based methods for SHAP analysis.

Was there another approach you were thinking about making? If so, what approach(es) were you thinking of?

Not that I am aware of.

Were there any challenges? If so, what issue(s) did you face? How did you overcome it?

  • Faced issues with the file path for data loading; resolved by checking the working directory and adjusting the relative path.

How were these changes tested?

Tested pipelines on training/validation splits and evaluated metrics such as RMSE and R².

A reference to a related issue in your repository (if applicable)

Checklist

  • [Yes ] I can confirm that my changes are working as intended

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@Shiraz-Latif Shiraz-Latif left a comment

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Explainability is not complete. Rest of the submission is approved.

@hashimi07
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hashimi07 commented Jul 17, 2025 via email

@Shiraz-Latif
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your both assignments are marked as complete -

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3 participants