ml_project/docs/index.md

Test Score Predictor

Overview

This is a machine learning service that predicts test scores based on the number of hours studied. The service uses a pre-trained linear regression model and provides both a web interface and API endpoints for predictions.

Features

• Test score prediction based on study hours
• Web interface for easy interaction
• RESTful API for programmatic access
• Containerized with Docker
• CI/CD pipeline with GitHub Actions
• Environment variable configuration

Architecture

The service is built using:

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

Documentation

• API Reference
• Model Information
• Getting Started