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In-depth analysis regarding feature selection/ranking.

This repository will contain an in-depth analysis regarding feature selection/ranking. I have written an analysis report which is included in this repository.

Kindly read the report for my analysis.

The content of the report includes:

  1. Introduction
  2. Feature selection
  3. Dataset Properties
  4. Evaluation and Results
    • Filter approach
      1. Information Gain
      2. ANOVA
    • Wrapper approach
      1. Random Forest -> Recurscive feature elimination.
    • Embedded approach
      1. Random Forest
  5. Conclusion
  6. References

Dataset and task description: https://www.kaggle.com/vishalkesti/task-data-feature

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In-depth analysis regarding feature selection and ranking.

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