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From Demo to Production: Code Changes, Safe Rollout, and Drift Monitoring
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Classroom Contents
Stop Failures Before They Happen - Gradient Boosting for Workflow Risk Prediction
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- 1 The Pain: Long Workflows That Fail Late
- 2 Why Prefect Is the Perfect Place for Early Signals
- 3 Defining Failure as an SLA Breach and What We Can Do About It
- 4 Case Study: Portfolio Risk Flow & Early Feature Signals
- 5 Modeling Approach: CatBoost, Baselines, and Evaluation
- 6 Explaining Risk: SHAP Drivers Developers Can Act On
- 7 Live Demo in Prefect UI: Low-Risk Run vs High-Risk Run
- 8 From Demo to Production: Code Changes, Safe Rollout, and Drift Monitoring
- 9 Beyond SLAs: Rerouting, Smarter Retries, and the Big Takeaway
- 10 Wrap-Up and Thanks
