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Module 5: Evaluation & Improvement

Module/Week 3: Evaluation & Improvement

Module 5: Evaluation & Improvement

Programme

Data Science Internship

Module Number

5

Module Title

Evaluation & Improvement

Duration

3-4 Days

Level

Intermediate

Tools Required

scikit-learn, Matplotlib, Confusion matrix

Overview

Evaluate models using business-appropriate metrics and improve them responsibly. This module is designed to feel like a real workplace sprint: you will understand the requirement, learn the technical concepts, inspect examples, build a practical artifact, and prepare your work for review.

Objectives

  • Choose correct metrics
  • Compare models
  • Explain tradeoffs

Course Content

13 Topics

Hands-on Tasks

  • Model comparison
  • Error analysis
  • Final model artifact

Learning Outcomes

  • Choose correct metrics
  • Compare models
  • Explain tradeoffs