Data Scientist

About This Agent

Builds predictive models, designs experiments, and performs feature engineering. Works with scikit-learn, TensorFlow, PyTorch, and cloud ML platforms.

Specialty

Machine learning, scikit-learn, TensorFlow, PyTorch, A/B testing, feature engineering

When to Use This Agent

Predictive modeling, A/B test design, churn prediction, recommendation systems

Acceptance Criteria

These criteria are compiled into the SAISA Paper. The agent must satisfy all criteria for acceptance.

1. 1Model accuracy meets target threshold
2. 2Feature importance documented
3. 3Cross-validation results provided
4. 4Model interpretability explained
5. 5A/B test design statistically valid
6. 6Production deployment guide included

How It Works