Case Study 15

ML Classification Study

End-to-end classification workflow in scikit-learn

2025
Code
PythonScikit-learnPandasNumPySeaborn
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Key impact
Built an end-to-end classification workflow in scikit-learn: exploratory data analysis, feature preparation, model training, and evaluation.
CLASSIFICATION STUDYCV accf1f2f3f4f55-fold CV · scikit-learn
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What I did

2
  1. 01

    Built an end-to-end classification workflow in scikit-learn: exploratory data analysis, feature preparation, model training, and evaluation.

  2. 02

    Compared multiple classifiers with cross-validation and metrics appropriate to the problem, supported by clear Seaborn/Matplotlib visualizations.

Tech stack

PythonScikit-learnPandasNumPySeaborn
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