Stage Controls
STAGE 1 / 5
Feature Plane & Decision Contours
Risk / Positive
Safe / Negative
Missing Val
Live Pipeline Metrics
0.86
Accuracy
0.84
F1-Score
0.82
Precision
0.87
Recall
Confusion Matrix (Validation Split)
20
True Positive
4
False Positive
3
False Negative
15
True Negative
Statistical Insight: Data science is neither pure programming nor pure statistics—it is the unified discipline of transforming noisy observations into repeatable, calibrated decisions that withstand shifting real-world distributions.