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Design real-time data science project
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Module 4
Interpretation, Reporting, and Deployment Strategy
1
Model Evaluation & Threshold Tuning for Business Costs
Perform a comprehensive evaluation of the selected model, including classification threshold tuning based on business cost considerations.
Explaining Risk Drivers with SHAP
Generate and interpret model explanations (e.g., using SHAP) to communicate key risk drivers to business stakeholders.
3
Model Deployment & Drift Management
Formulate a high-level deployment and monitoring plan, outlining strategies for detecting model drift and triggering retraining.
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