Frequently Asked Questions

Everything you need to know about the course, the curriculum, and the browser-based platform.

No prior machine learning experience is required. However, you should have a solid grasp of Python fundamentals and basic algebra. We start from the absolute basics of tokenization and build our way up to the full Transformer architecture, explaining the math and code at every step.
Not at all! Our entire curriculum runs directly in your browser using our zero-setup JupyterLite interactive environment. You don't need to install anything, configure dependencies, or own an expensive GPU to complete the course.
Every interactive challenge in the course comes with hints and a complete reference solution. We believe in productive struggle, but we'll never leave you blocked. You can always check your work against the provided solutions.
Yes! If you join as a Founding Member, you get lifetime access to the current course material and free updates for all future chapters as they are released.

Still have questions?

Can't find the answer you're looking for? Reach out to our team and we'll be happy to help you out.

Contact Support