An automated football prediction system runs on a scheduled pipeline — a cron job ingests fresh match and odds data, a probability model scores upcoming fixtures, a value-detection layer filters for positive expected value, and a notification service alerts users the instant a qualifying pick appears. The architecture matters more than any single model: a well-designed pipeline turns a static prediction model into a live, self-updating product.
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