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Avoid Overfitting Use out-of-sample testing to ensure models perform accurately on new data, not just training datasets. Overfit models fail in the real world. DraftKings Point spreads: Point spreads are a popular form of Super Bowl betting odds where the sportsbook assigns a point value to the favored team and the underdog. The goal is to predict whether the favored team will win by more points than the assigned spread or if the underdog will lose by fewer points than the spread. Home-court advantage is a significant factor in Super Bowl games. Teams tend to have a higher win percentage when playing on their home court due to familiar surroundings, supportive crowds, and reduced travel fatigue. When betting, take into account each team's home and away records and factor in the impact of home-court advantage..
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