Phase 14 · Build Your Data Science Portfolio

Projects

Business Case Study With ML Recommendation

Part of the Data Science Roadmap.

Summary

A project framed entirely around a business decision, not just model accuracy — the problem, the ML approach, the results, and a specific, actionable recommendation for what to do next.

How to Learn This

  • 1Pick a business scenario and frame the ML problem explicitly around the decision it informs.
  • 2Include a cost-benefit view: what does a false positive or false negative actually cost?
  • 3End with a specific recommendation, not just a model performance summary.
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