Always free. For everyone.
Less theory. More making.

Make your skills useful.

4 practical projects. Real questions. Your own approach.

The project lab

Put the lessons together in a project you can explain, improve, and share. Each brief includes a synthetic dataset, a starter notebook, and clear success criteria.

Energy
Intermediate · 3–5 hours

Forecast a solar-powered tomorrow

Explore a small solar installation and estimate daily energy output.

pandas · Regression · Time series
Engineering
Intermediate · 4–6 hours

Spot trouble before a machine stops

Use sensor readings to explore early signs of equipment failure.

Classification · Trees · Evaluation
Finance
Beginner friendly · 2–4 hours

Follow the money. Find the pattern.

Turn a fictional workshop expense ledger into useful insights.

Python · pandas · Visualization
Healthcare
Advanced practice · 4–6 hours

Help a clinic plan its day

Study appointment attendance with a careful, responsible approach.

Classification · Fairness · Research

All project datasets are synthetic learning examples. They are for learning and simulation, not operational decisions.

ABOUT THE LEARNING LAB

Free, open and run by a nonprofit.

This page is part of Python to AI, a free course of 20 modules and 60 lessons in the engineering.fit( ) Learning Lab. The Learning Lab is built and run by engineering.fit( ), a nonprofit founded by Abdullateef Opeyemi Bakare that helps African engineering students gain research experience. You do not need an account or pay a fee to learn.

Course outline · Project lab · Visit engineering-fit.org