Major League Soccer (MLS) is the top professional football league in the United States and Canada — a 30-team competition growing rapidly in global profile. For AI prediction, MLS presents unique modelling challenges: an Eastern/Western Conference structure, a non-standard season (March to November), salary cap constraints that equalise team quality, and significant Designated Player (DP) signing effect that can rapidly change a club's xG profile. SmartMatchPick covers all MLS regular season and playoff fixtures.
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