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Module 3: Feature Engineering & Modeling

Module/Week 2: Feature Engineering & Modeling

Module 3: Feature Engineering & Modeling

Programme

Data Science Internship

Module Number

3

Module Title

Feature Engineering & Modeling

Duration

3-4 Days

Level

Intermediate

Tools Required

scikit-learn, NumPy, pandas

Overview

Prepare features and build baseline predictive models with reproducible experiments. 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

  • Create model-ready features
  • Train baseline models
  • Avoid data leakage

Course Content

13 Topics

Hands-on Tasks

  • Model notebook
  • Feature notes
  • Baseline metrics table

Learning Outcomes

  • Create model-ready features
  • Train baseline models
  • Avoid data leakage