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Module 4: Practicum

Module/Week 2: Feature Engineering & Modeling

Module 4: Practicum

Programme

Data Science Internship

Module Number

4

Module Title

Feature Engineering & Modeling Practicum

Duration

3-4 Days

Level

Intermediate

Tools Required

scikit-learn, NumPy, pandas

Overview

This practicum turns the previous concepts into a complete reviewable deliverable. The goal is not to submit a tiny demo. The goal is to build something that looks, behaves, and reads like early industry work.

Objectives

  • Convert requirements into a working implementation
  • Practice debugging and iteration
  • Document the work for mentor review
  • Prepare reusable assets for the final capstone

Course Content

13 Topics

Hands-on Tasks

  • Model notebook
  • Feature notes
  • Baseline metrics table

Learning Outcomes

  • Build a complete deliverable from a requirement
  • Explain implementation decisions clearly
  • Prepare work for mentor or client review
  • Carry reusable pieces into the final capstone