MLOps Fairness Monitor

Bias Scenarios: Manual (physically inject using "Inject Bias"), Gradual (auto-inject gradually), Oscillating (auto-inject bias on/off), Bias-Correction (auto-inject, identify, correct model)
ⓘ This is a demonstration pipeline - baseline statistics may vary slightly between batch simulations

Dataset Configuration

Upload Dataset (.data, CSV):

Target Column: Protected Attribute:

Statistical Parity

Equal Opportunity

Predictive Parity

Accuracy Equality

Activity Feed

✓

System Ready

Waiting for batch prediction

Total Batches

0 Processed • 0 Pending

System Status

STABLE

0 Alerts • 0.00 Avg Drift

Fairness Metrics Over Time

Degradation Trend

Batch Comparison

Batch ID	Stat Parity	Equal Opp	Pred Parity	Accuracy	Status
No data available

Batch History