Frequently Asked Questions
Do I need a strong math background to start?
No. Our beginner tracks are math-light and focus on intuition, tooling, and projects. We provide optional references for deeper theory.
Do you offer certificates?
Yes. Each course includes a verified completion certificate tied to your public project artifact and rubric scores.
How much time should I budget per week?
Most learners spend 4–6 hours weekly. Intensive weeks—like training or deployment—may require 6–10 hours depending on your hardware.
What is your refund policy?
If a course is not what you expected, contact us within 14 days of purchase and before finishing 30% of the content for a full refund.
Can my company sponsor a cohort?
Yes. We support team enrollments, private mentor sessions, and tailored milestones. Reach out via the contact page.
What tools or frameworks do you teach?
We focus on PyTorch and practical MLOps with FastAPI and containerization. We also compare alternatives so you can choose what fits your context.
Is there mentor feedback?
Yes. You’ll get rubric-driven feedback on milestones and the option to book office hours during cohorts.
Do you guarantee jobs or outcomes?
No. We never make financial, employment, or performance guarantees. We help you build real, demonstrable skills and artifacts.
Is the platform accessible?
We prioritize high-contrast themes, keyboard navigation, and descriptive text. Let us know if you need specific accommodations.