{"id":25627147,"url":"https://github.com/rohitinu6/loan-approval-prediction","last_synced_at":"2026-04-29T16:01:27.621Z","repository":{"id":270426064,"uuid":"910348716","full_name":"rohitinu6/Loan-Approval-Prediction","owner":"rohitinu6","description":"This project predicts the likelihood of loan approval based on applicants' financial and demographic data. 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The goal is to assist financial institutions in making informed loan approval decisions using machine learning techniques.\n\n## 🚀 Features\n\n- Data preprocessing and exploratory data analysis (EDA)\n- Feature engineering and selection\n- Machine learning model training and evaluation\n- Model interpretability and visualization\n\n## 🛠 Tech Stack\n\n- Python\n- Pandas, NumPy\n- Scikit-learn\n- Matplotlib, Seaborn\n- Jupyter Notebook\n\n## 📂 Dataset\n\nThe dataset includes:\n\n- **Applicant Income**\n- **Credit History**\n- **Loan Amount**\n- **Property Area**\n- **Employment Status**\n- **Other Financial Indicators**\n\n## 💊 Machine Learning Models Used\n\n- Logistic Regression\n- Decision Trees\n- Random Forest Classifier\n- XGBoost\n\n## 🔥 Results\n\nThe models are evaluated based on accuracy, precision, recall, and F1-score. The best model provides accurate predictions for loan approval likelihood.\n\n## 📁 Repository Structure\n\n```\n📂 Loan-Approval-Prediction\n👉 📂 data (Dataset \u0026 processed data)\n👉 📂 notebooks (Jupyter Notebooks)\n👉 📂 models (Trained models)\n👉 📂 images (Code and Results Screenshots)\n👉 📄 README.md (Project documentation)\n```\n\n## 🖼 Code and Results\n\nInclude images of code and results in the `images` folder. Example:\n\n\u0026#x20;\n\n## 🐟 How to Run the Project\n\n1. Clone the repository:\n   ```bash\n   git clone https://github.com/rohitinu6/Loan-Approval-Prediction.git\n   ```\n2. Navigate to the project folder:\n   ```bash\n   cd Loan-Approval-Prediction\n   ```\n3. Install dependencies:\n   ```bash\n   pip install -r requirements.txt\n   ```\n4. Run the Jupyter Notebook or Python scripts to train and test models.\n\n## 📡 Links\n\n- **GitHub Repository:** [Loan Approval Prediction](https://github.com/rohitinu6/Loan-Approval-Prediction.git)\n- **Portfolio:** [Rohit Dubey](https://tinyurl.com/dubeyrohit)\n- **GitHub Profile:** [rohitinu6](https://github.com/rohitinu6)\n- **LinkedIn:** [Rohit Dubey](https://www.linkedin.com/in/rohit-dubey-d/)\n- **Twitter/X:** [@rohitdubey003](https://x.com/rohitdubey003)\n\n## 💖 Tags\n\n`Machine Learning` `Loan Prediction` `Data Science` `Finance` `Python` `EDA`\n\n## 📝 License\n\nThis project is licensed under the [MIT License](https://opensource.org/licenses/MIT).\n\n---\n\n💡 **For any queries or collaboration opportunities, feel free to connect!** 🚀\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frohitinu6%2Floan-approval-prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frohitinu6%2Floan-approval-prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frohitinu6%2Floan-approval-prediction/lists"}