Artificial intelligence football prediction is the application of statistical learning models — Poisson regression, Elo rating systems, and increasingly reinforcement-learning game-theory approaches — to forecast match outcomes, scorelines, and tactical events from historical and in-match data. The field moved from academic curiosity to production betting infrastructure over the last decade, most notably formalised in DeepMind's 2020 paper 'Game Plan: What AI Can Do for Football, and What Football Can Do for AI,' which mapped football's decision-making problems onto machine learning research a
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