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

Make your skills useful.

6 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.

Intake
Foundation · 3 to 4 hours

Build a workshop request inbox.

Validate incoming requests, identify duplicate deliveries, and keep rejected work visible.

JSON · Validation · Deduplication
Triage
Intermediate · 4 to 5 hours

Test a support triage assistant.

Compare keyword rules with simulated model predictions and measure review workload.

Prompt design · Routing · Evaluation
Knowledge
Intermediate · 4 to 6 hours

Draft answers from approved sources.

Build a small source retrieval flow with access checks, citations, and a no-answer path.

Retrieval · Access rules · Citations
Approval
Intermediate · 4 to 5 hours

Build a draft approval queue.

Keep approval tied to the reviewed version, reviewer permissions, and expiry.

State transitions · Approval · Audit records
Operations
Advanced practice · 5 to 6 hours

Recover a failing automation.

Simulate timeouts, replay decisions, retry limits, and an operations digest.

Retries · Idempotency · Monitoring
Capstone
Capstone · 6 to 8 hours

Deliver a workshop automation assistant.

Combine intake, simulated AI, review, recovery, and evaluation in one explainable workflow.

Workflow design · Testing · Handover

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 AI Automation, 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