Bug Hunter Analysis

[Avdhesh-Varshney]

Pull Request for ML-Crate 💡

Issue Title: Bug Hunter Analysis

• Info about the related issue (Aim of the project) : The aim is to create an analysis based project on Bug Hunters.
• Name: Avdhesh Varshney
• GitHub ID: Avdhesh-Varshney
• Idenitfy yourself: IWOC'24 Contributor

Closes: #470

Describe the add-ons or changes you've made 📃

• Load the dataset which contains 84562 entries in it and having 99 columns in it.
• Checked for missing values and cleaned the data accordingly.
• Analyzed the data, found insights and visualized them accordingly.
• Plotting heatmap using correlation and checking the relation between different features.
• Found detailed insights of different columns with target variable using plotting libraries.
• Train the datasets by different models and tune the hyper-parameters to get maximum efficiency.
• Saves their accuracies into a dataframe.

Type of change ☑️

• [x] New feature (non-breaking change which adds functionality)

How Has This Been Tested? ⚙️

• I have made this project on the google colab.
• So, just download the file and run it by linking kaggle.json in the drive.

Checklist: ☑️

• [x] My code follows the guidelines of this project.
• [x] I have performed a self-review of my own code.
• [x] I have commented my code, particularly wherever it was hard to understand.
• [x] I have made corresponding changes to the documentation.
• [x] My changes generate no new warnings.
• [x] I have added things that prove my fix is effective or that my feature works.
• [x] Any dependent changes have been merged and published in downstream modules.

[github-actions[bot]]

Our team will soon review your PR. Thanks @Avdhesh-Varshney :)

[Avdhesh-Varshney]

@abhisheks008 please review this pr and requested to merge this under IWOC'24