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Module 13: Real-World Projects & Career

Build portfolio projects in churn, forecasting and predictive maintenance, then present them effectively on your resume and GitHub.

How to use this module: follow the lessons in order if the stack is new to you, or jump directly to the topic that matches your project. Each lesson includes runnable examples, references and a downloadable notebook.

Churn Project

Customer Churn Prediction: End-to-End Project

Forecasting Project

Time-Series Forecasting with LSTM & Prophet

Predictive Maintenance

Predictive Maintenance with IoT Sensor Data

Resume & Portfolio

Data Science Resume & Portfolio Guide

Practice strategy

Run the examples locally, change one assumption at a time, and record what changes in output, latency, memory or model quality. For production topics, add one failure test before you call the exercise complete.

Next step

Return to the full Data Science curriculum to continue with the next module.

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