Free resources
Free workshops and courses on shipping production AI and ML, built for working data scientists. No fluff, just the parts that get you from prototype to production.
MLOps for Data Scientists
Take your models from a notebook to a monitored system running in production. Five parts, each a practical guide paired with a working code repo, delivered to your inbox one part a day.
Agentic Analytics for Data Scientists
A 30-minute deep dive on shipping production agentic analytics: the architecture, the trade-offs, and the parts the tutorials tend to skip.
Anatomy of a Production ML System
A clickable map of a real production ML system, end to end. Open any component for what it does and why it exists, play a flow to watch data move through it, or step the build order to watch the whole thing assemble.
Anatomy of a Production ML Project
The same system seen as a repository: the folder layout MLOps-mature teams converge on, with every file and folder clickable for what it holds, why it exists, and where it shows up in a running system.