Uplevel Your ML Career

Learn the technical and behavioral skills to have impact with ML and advance your career.

A highly biased and opinionated guide.

Acquire the knowledge to maximize your impact.
How to evaluate project and team opportunities.
Maximize your success rate when interviewing for ML roles.
My mental models and frameworks for greater effectiveness.

About me : Senior Staff Engineer with 8+ years of experience leading ML organizations at Google , yielding billions in annually recurring revenue by building ML into Google products ( ).

Build Your Knowledge.

Your knowledge limits your ML outcomes and your career trajectory. Our curriculum uses evidence-based learning techniques like Anki’s spaced-repetition to efficiently teach the most important knowledge to accelerate your outcomes.

Magnify Your Impact.

Put your hard-earned knowledge to use! We have assembled a collection of resources geared toward making the ML practitioner more impactful. Complete your analysis faster and identify more opportunities for impact!

Be Interview Ready. Fast.

Tap into a vast library of resources to land your next role upgrade. Become interview ready FAST by applying the same systematic learning methodologies to prepare for coding, system design and behavioral interviews.