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UniBench

Machine Learning Assessment

Run ML challenges. Grade automatically.

UniBench is the assessment workspace for machine learning coursework: students submit predictions, the platform scores them against a hidden test set, and instructors export institutional grade reports.

Validated submissions

CSV predictions are validated against a hidden ground truth — IDs, duplicates, and missing rows are all caught.

Automated scoring

Accuracy, F1, RMSE, MAE — choose the metric. Best score per student feeds the leaderboard.

Professor review

Export grading CSVs with rank and final grade. Instructors retain control before grades reach Canvas / GISMA.

Ready to launch your first assessment?

Sign in, create an assessment, and share it with your students.