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Design real-time data science project
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Module 1
Project Scoping & Business Framing
1
Framing the Loan Default Problem
Frame the loan default problem by defining business objectives, identifying key stakeholders, and translating it into a supervised classification task.
2
Building an Evaluation Framework for Machine Learning Models
Establish an evaluation framework by selecting cost-sensitive metrics (e.g., considering false positives vs. negatives) and assessing a dataset's suitability for the business problem.
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Strategic Data Preparation for Credit Risk