Sports Analytics Platform
LIVERotoPlug
A professional-grade NBA DFS research and lineup optimization platform powered by 11 machine learning models and a 15-stage data pipeline.
The Client
Internal product -- a professional-grade NBA DFS research and lineup optimization platform.
The Challenge
Existing DFS tools lacked depth. Manual research took hours, projections were inaccurate, and lineup optimization was tedious. Needed a unified platform combining ML-powered projections, real-time injury cascades, and ILP-based lineup construction.
The Solution
Built a full-stack analytics platform with 11 XGBoost ML models, a 15-stage data pipeline processing 2.2M+ rows, and an ILP optimizer that generates 20 optimized lineups in under 3 seconds. React web app with 13 pages covers player analysis, matchups, injuries, simulation, and WOWY analysis.
Tech Stack
Results
11
ML Models in production
2.2M+
Historical rows processed
< 3s
For 20 optimized lineups
68s
Full pipeline execution