Loan_ml_project/docs/index.md

Loan Approval Predictor

Overview

This is a machine learning service that predicts loan approval based on applicant information. The service uses a pre-trained random forest model and provides both a web interface and API endpoints for predictions.

Features

• Loan approval prediction based on applicant data
• Web interface for easy interaction
• RESTful API for programmatic access
• Containerized with Docker
• CI/CD pipeline with GitHub Actions

Architecture

The service is built using:

• FastAPI for the web framework
• Scikit-learn for the machine learning model (Random Forest)
• Docker for containerization
• GitHub Actions for CI/CD

Documentation

• API Reference
• Model Information
• Getting Started