Project Overview
FutPredict is a machine learning-powered platform that forecasts FIFA/EA Sports FC player ratings and market values using XGBoost regression. The pipeline processes 3.5M+ data points from real-world match statistics to deliver multi-season projections with a 1.52 MAE across 17,000+ samples.
ML Model
- XGBoost regression for player rating forecasting
- 1.52 MAE across 17,000+ training samples
- Multi-season projection capabilities
- Market value estimation
Data Pipeline
- 3.5M+ data points scraped and cleaned
- Lag-engineering and non-linear transforms
- Integrated dissimilar datasets (FIFA + FBref)
- Top 10 leagues, seasons 17/18 through 24/25
Backend
- FastAPI serverless API on AWS Lambda
- PostgreSQL on AWS RDS for data storage
- SQL retrieval for player predictions
Frontend
- Next.js responsive web application
- AI-powered rating predictions interface
- Multi-season player development projections
- Market value estimation dashboard
Live Preview
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Data sourced from FIFA/EA Sports FC and FBref.