💰 Loan Approval Prediction App

An end-to-end Machine Learning project that predicts whether a loan will be approved or not based on user inputs.

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🚀 Features

• Data Cleaning & Preprocessing
• Handling Missing Values
• Feature Encoding & Scaling
• Model Training (Logistic Regression & Random Forest)
• Interactive Web App using Streamlit

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📊 Model Performance

• Best Model: Logistic Regression
• Accuracy: ~79%

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🖥️ App Preview

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🌍 Live Demo

🔗 (https://loan-approval-predictor-01.streamlit.app/)

🛠 Tech Stack

• Python
• Pandas
• Scikit-learn
• Streamlit

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📂 Project Structure

Loan-Approval-ML/ │── data/ │── models/ │── notebooks/ │── app/ │── README.md

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▶️ How to Run

git clone https://github.com/kashish836/Loan-Approval-ML.git
cd Loan-Approval-ML/app
streamlit run app.py

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💡 Learnings

This project helped me understand the complete ML lifecycle — from data preprocessing to deployment.

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🔗 GitHub Repo

🔗 GitHub Repo: Loan Approval ML Project