Poisson distribution models and machine learning models approach football prediction differently. Poisson is transparent and strong for over/under and correct score — it's the industry standard for goal-based markets. Machine learning captures non-linear interactions Poisson misses. The strongest football prediction systems use both: Poisson as the probability foundation, ML as the contextual correction layer.
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