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Module 9: Capstone

Module/Capstone

Module 9: Capstone

Programme

Data Science Internship

Module Number

9

Module Title

Predictive Analytics Data Science Project

Duration

Final Review Sprint

Level

Intermediate

Tools Required

Python, Jupyter, pandas, NumPy, scikit-learn, Matplotlib, Streamlit

Overview

Build a full data science project from raw dataset to EDA, model, evaluation, and a small prediction demo.

Objectives

  • Combine all weekly skills into one complete portfolio project
  • Demonstrate professional documentation and presentation
  • Prepare the project for mentor, recruiter, or client review
  • Reflect on decisions, tradeoffs, and future improvements

Course Content

5 Topics

Hands-on Tasks

  • Notebook pipeline
  • Trained model
  • Demo app
  • Model card
  • Presentation deck

Learning Outcomes

  • Build and present a complete industry-style project
  • Explain architecture, workflow, or design decisions
  • Document setup, usage, limitations, and improvement scope
  • Use the final project as a portfolio artifact