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What Aman demonstrated
Built a complete World Cup prediction game end to end: rendered the fixture board, scored picks with exact 5/2/0 rules, computed team strength from embedded results, and used that lookup to drive a house bot. Also implemented a persistent ranked leaderboard that survives reloads and shipped the finished experience on a live https deployment.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- State Persistence and Ranking
- End-to-End Game Assembly
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