Tournament laboratory
Configure the competition
Level 1
XP 0
Trophies 0
No file loaded. Synthetic data will be generated.
Build your contender
Algorithm roster
Fine tuning
Random Forest
Scoring strategy
Total 100%Metric weights
Live simulation
Training arena
Ready
0.00Live score
0.0sTraining time
0.0%Generalisation gap
0Complexity
Coach and diagnostics
Match console
[READY] Configure your model and start the tournament.
Current objective
Win the opening round with a score above 70.
Prediction preview
| Sample | Actual | Prediction | Confidence |
|---|
Evaluation dashboard
Scores and visual analysis
Tournament flow
Bracket and match records
Global ranking
Leaderboard
| Rank | Model | Score | Record |
|---|
Progression
Achievements
Saved progress
Tournament history
Learning centre
Algorithm guide and match strategy
How to play
Choose a dataset, select a model, tune its controls, and set scoring priorities. Start the tournament and watch each contender face changing evaluation conditions.
Scoring formula
The game combines predictive quality, generalisation, speed, stability, simplicity, and memory efficiency. Challenge modifiers and overfitting penalties change the final tournament score.
Keyboard controls
S starts a tournament. Space pauses or resumes it. R resets the arena. These controls remain active outside form fields.
Tip: Strong scores require more than accuracy. Watch speed, stability, complexity, and the generalisation gap.