Learn ML from scratch. Build real projects. Stand out.
No experience required — just curiosity and a computer.
We start from the very beginning. If you know what a variable is, you're ready.
Build a GitHub portfolio and real projects that make your applications stand out.
Create a polished ML project presentation ready for science fairs or conferences.
Understand how ChatGPT and modern AI actually work — not just how to use them.
Five modules, hands-on projects, and skills you'll use for years.
Understand how ML models learn from data. Cover supervised learning, data pipelines, evaluation metrics, and build your first working model.
Go under the hood of GPT-style models. Learn how transformers and LLMs work, and how to use APIs to build your own AI-powered applications.
Set up a professional GitHub profile, document your projects clearly, and create a portfolio that signals real technical ability to admissions officers.
Work through two complete, instructor-guided projects from dataset to deployed model — building the kind of work you can show, explain, and be proud of.
Package your project into a compelling research-style presentation. Learn to communicate technical work to judges, peers, and admissions committees.
Everything runs live on Zoom — so you can ask questions in real time, not wait for a forum reply.
Two sessions per week over five weeks — consistent and momentum-building.
Join from anywhere. All you need is a laptop and an internet connection.
You'll build two complete ML projects during the course — not just watch lectures.
Taught live by Dr. Mirna Gouda — not pre-recorded videos.
Founder, Ingenium AI · Engineering Doctoral Graduate, MIT
Dr. Mirna Gouda holds an engineering doctoral degree from MIT and brings over 7 years of teaching experience to every session. She's passionate about empowering students through curiosity and independent thinking — her courses are designed to challenge you, support you, and leave you genuinely capable of building things on your own.
Complete access to all 10 live sessions and every resource below.