For engineers building careers in AI/ML
The market is oversaturated with demos. It is starving for engineers.
MLE Path is how working engineers break into ML and AI engineering roles, clear the modern interview loop, and grow once they are in. Built and taught by one practitioner — fifteen years in production ML, not a course factory.
15 years
building AI/ML systems in production
1,000+
engineers helped since 2020
ex-Meta
Staff Engineer, Ads
ex-Shopify
Applied AI manager & hiring manager
Since 2020, my frameworks and coaching have helped engineers land ML and AI roles at:
(not an exclusive list)
Which one is for me?
Three offerings, three situations. Find your row.
For current MLEs & AI engineers
4-Week Interview Accelerator
Four weekly 1-on-1 sessions, tailored to your target companies. The modern loop is fractured — prep like it.
Details »For candidates days from a loop
1-on-1 ML System Design Mock
45 minutes, a realistic scenario, immediate blunt feedback — and guidance on the rest of your loop.
Details »For engineers crossing into ML
6-Month Transition to MLE Program
Proof of work, not certificates: a real project, deep fundamentals, and an open-source capstone shipped to real users.
Details »The newsletter
The career advice I wish someone had given me
What is actually changing in ML hiring, and what to do about it — written for one engineer: you. No hype, no rockets. Unsubscribe any time.