Stage 7 of 7 · 8 lessons · ~3 months
Production ML and MLOps
Turning a notebook model into a system that keeps working: reproducible training, experiment tracking, a model registry, serving behind an API, CI for models, and drift monitoring with a plan to retrain.
5 more stages, 46 more topics, free with an account.
You have seen the open stages of the Machine learning roadmap. Every topic it covers is listed above, and an account opens the rest: what each topic means, a question to check yourself, the courses, the practice and Tauseef's advice for every stage. Early access is open: sign up and your account is active shortly after.
Everything here is free to learn from. A few things, like adding a roadmap, keeping a cheat sheet or asking Tauseef a question, use credits. You get 15 when you join, your first roadmap is free, and if you are learning seriously and run out, you can ask for more. Credits only make sure the platform goes to people who are actually learning.