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Loan payment prediction #182

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

I have created a comprehensive machine learning project for loan repayment prediction with the following components:

  • Created detailed project documentation using the provided template
  • Implemented a complete project structure with clear sections
  • Added technical details about features and machine learning models
  • Created project workflow diagrams and explanations
  • Designed a custom logo for the project
  • Added evaluation metrics and conclusions
  • Included proper documentation with learning resources and use cases

Checklist: ☑️

  • My code follows the Contributing Guidelines & Code of Conduct of this project.
  • This PR does not contain plagiarized content.
  • I have performed a self-review of my own code.
  • I have commented my code, particularly wherever it was hard to understand.
  • My changes generate no new warnings.

Screenshots 📷

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Working Video 🎥

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Happy Coding 🎉

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Thank you for submitting your pull request! We'll review it as soon as possible. For further communication, join our discord server https://discord.gg/tSqtvHUJzE.

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@Avdhesh-Varshney Avdhesh-Varshney left a comment

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Commit 1 project only according to the issue mentioned.

@@ -12,6 +12,16 @@
</div>
</a>

<!-- Loan Repayment Prediction -->
<a href="loan-repayment-prediction" style="padding: 0 2px 0 16px; background-color: rgba(39, 39, 43, 0.4); border: 1px solid rgba(76, 76, 82, 0.4); border-radius: 10px; box-shadow: 0 4px 8px rgba(0,0,0,0.1); overflow: hidden; transition: transform 0.2s; display: flex; align-items: center;">
<img src="https://www.simplilearn.com/ice9/free_resources_article_thumb/Deep-Learning-vs-Machine-Learning.jpg" alt="" style="width: 300px; height: 150px; object-fit: cover; border-radius: 10px;" />
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https://miro.medium.com/v2/resize:fit:1400/0*8YE6hEXyYBjF5bei.jpg

# 📜 Loan Repayment Prediction

<div align="center">
<img src="https://images.unsplash.com/photo-1579621970563-ebec7560ff3e?ixlib=rb-4.0.0&auto=format&fit=crop&w=1000&q=80" alt="Loan Prediction Project Banner"/>
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https://miro.medium.com/v2/resize:fit:1400/0*8YE6hEXyYBjF5bei.jpg

| **Languages** | Python |
| **Libraries** | Pandas, NumPy, Scikit-learn, Matplotlib, Seaborn |
| **Development Tools** | Jupyter Notebook, Git |
| **Machine Learning** | Classification Algorithms |
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Mention those algorithm names


## 📓 NOTEBOOK
??? Abstract "Kaggle Notebook"
[Loan Repayment Prediction Analysis](https://www.kaggle.com/code/arushiburson/loan-repayment-prediction/notebook)
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Use kaggle notebook embedded link only.

To develop a machine learning model that accurately predicts whether a loan applicant will be able to repay their loan, helping financial institutions make informed lending decisions and minimize default risks.

## 📊 DATASET LINK
[Loan Repayment Prediction Dataset on Kaggle](https://www.kaggle.com/code/arushiburson/loan-repayment-prediction)
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Don't add any title of the link. Just keep title and link same.



=== "Kaggle Notebook"
- [Loan Repayment Prediction Analysis](https://www.kaggle.com/code/arushiburson/loan-repayment-prediction/notebook)
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Remove this link as it is already displayed earlier in this file.

- Credit scoring systems
- Financial inclusion initiatives

### 🔗 USEFUL LINKS
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If no github, pickle or joblib file, deployment url is not there, remove this heading.

@Avdhesh-Varshney
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@Sakshamjain98 Are you working on it?

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