Aarya Lonkar completed Frontend Engineering with Prediction Game
What Aarya demonstrated
Built a complete World Cup prediction game end to end: rendered the fixture board, scored picks with the exact 5/2/0 rules, computed team strengths from real historical results, and used those strengths to drive a bot predictor. Also implemented a persistent ranked leaderboard and shipped the finished game to a live Netlify URL.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- State Persistence and Ranking
- End-to-End Product Assembly
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