Replit Bounties Dataset Analysis

[zul132]

Pull Request for ML-Crate 💡

Issue Title: Replit Bounties Dataset Analysis

• Info about the related issue (Aim of the project) : To create a data analysis model for analyzing the given data in the dataset: https://www.kaggle.com/datasets/ibrahimonmars/replit-bounties-dataset
• Name: Fathima Zulaikha
• GitHub ID: zul132
• Idenitfy yourself: JWOC Mentee

Closes: #447

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

I have added a new ML project to perform Data Analysis on the Replit Bounties Dataset. The algorithms which I have used to implement the models are Linear Regression, Decision Tree and KNN Classifier. Before building the models, EDA and Data cleaning/Data transformation was performed and the models were evaluated using suitable metrics. Additionally, several graphs were plotted during EDA to visualize different patterns and relations between the fields.

Type of change ☑️

What sort of change have you made:

• [ ] Bug fix (non-breaking change which fixes an issue)
• [x] New feature (non-breaking change which adds functionality)
• [ ] Code style update (formatting, local variables)
• [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
• [ ] This change requires a documentation update

How Has This Been Tested? ⚙️

I have executed all the implemented models in Jupyter Notebook and verified the results by comparing the predicted data with the corresponding test data for each algorithm.

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 @zul132 :)

[zul132]

@abhisheks008 kindly review my PR under JWOC and merge (if there's no issue).

[zul132]

Approved @zul132 Can you please share your email address for further communication.

fathimazulaikha.25cs@licet.ac.in