Frequently Asked Questions

Comfort with Python, basic linear algebra, and the ability to read documentation. A fundamentals track is available if you’re starting fresh.

A GPU is recommended for training speed, but cloud notebooks with free or low-cost GPUs are supported. We teach efficient CPU workflows and mixed-precision to reduce costs.

Cohorts run in 4–8 week modules with weekly milestones, office hours, and peer demos. You can self-pace or join a live cohort for accountability.

Yes. Completion certificates include a project summary and skills map. We avoid inflated claims and focus on demonstrable work.

Full refund within 7 days of purchase if you have not completed more than 20% of the course. After that, we offer prorated credit toward other modules.

PyTorch, Hugging Face, Weights & Biases or open-source alternatives, Docker, FastAPI, and basic cloud services. We provide vendor-neutral patterns.

Mentor office hours, async code reviews, and a supportive forum. Turnaround is usually 24–48 hours on weekdays.

We aim for high-contrast text, keyboard navigation, and screen-reader-friendly content. If we miss something, contact us and we’ll prioritize fixes.

Yes, we support bulk enrollments, receipts per learner, and private mentor sessions for teams.