All Sports Performance
EP

EPL

soccer • Performance Deep Dive

Games Historic Upcoming Players Injuries
Accuracy
58.3%

Out-of-sample

AUC-ROC
0.557

Discrimination score

Log Loss
0.6882

Lower is better

Brier Score
0.2446

Probability calibration

154 validation folds

Fold-by-Fold Metrics

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Tipper membership required

Unlock fold-level charts to identify training stability.

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Betting Simulation

Tipper+
Recommendation ROI
Recommendation Win Rate
Universe ROI
Universe Win Rate

Tipper membership required

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Model: LightGBMModel
Calibration: platt
Accuracy
46.3%

Out-of-sample

AUC-ROC
0.578

Discrimination score

Log Loss
1.0413

Lower is better

Brier Score
N/A (multiclass)

Probability calibration

171 validation folds

Fold-by-Fold Metrics

Tipper+ required

Tipper membership required

Unlock fold-level charts to identify training stability.

Become a Tipper

Betting Simulation

Tipper+
Recommendation ROI
Recommendation Win Rate
Universe ROI
Universe Win Rate

Tipper membership required

Become a Tipper
Model: LightGBMModel
Calibration: none (multiclass)