Our ML ensemble favors Fares Ziam at 50% over Tom Nolan (50%) at UFC Fight Night: Muhammad vs. Bonfim. Estimated fair odds: Fares Ziam -100, Tom Nolan -100.

Model accuracy: 67.6% on settled UFC fights. Probabilities derived from composite striking + grappling scores.