Offerings

Three ways to work with me. All of them are me.

No TAs, no outsourced grading, no LLM "support." Every session, review, and piece of feedback comes from one practitioner. Pricing lives on each program's page.

Not sure which?

Find your row

Interviewing soon and already an MLE or AI engineer — the Accelerator. Loop within about two weeks — the Mock. No production ML experience yet — the Transition Program.

For current MLEs and AI engineers heading into interviews

4-Week Interview Accelerator

The modern loop is fractured. Meta runs AI-assistant coding rounds; elsewhere, rigorous math fundamentals are back. There is no one prep that fits every loop — so this one is tailored to your target companies, whether that is FAANG, a high-growth startup, or a frontier lab.

The most valuable part, according to graduates: real, aggressive pushback on your designs — before a hiring committee delivers it instead.

»Four weekly 1-on-1 sessions with me — no TAs, no outsourced grading

»Weekly live cohort deep dives

»Friday office hours

»Full curriculum with lifetime access

»Peer mocks and a private Discord

»One year of office hours after graduation

Join the AcceleratorCohorts are capped small — they have sold out.

For SWEs, data scientists, and data engineers crossing into ML and AI engineering

6-Month Transition to MLE Program

Certificates and toy portfolios don't get you hired — proof of work does. This program is built around producing it, with me acting as your Tech Lead throughout.

1Individual project — your own idea, with my architecture reviews.

2Deep fundamentals — classical ML, Bayesian methods, RL, MLOps.

3"Tiger Team" capstone — the cohort trains and ships a specialized transformer from scratch, open source, to real users.

4Interview Accelerator seat — included at the end, when you're ready to use it.

Start the transition

For candidates whose loop is days away

1-on-1 ML System Design Mock

45 minutes on a realistic scenario, then immediate, blunt feedback — plus guidance on how to handle the rest of your loop. When the interview is next week, this is the highest-leverage hour you can buy.

Book a mock