MLOps Academy · Lesson

MLOps vs Plain Machine Learning

How shipping a model differs from training one in a notebook.

Two Different Jobs

Training a model and shipping one are two different jobs. One ends in a notebook chart; the other ends with real users hitting your model every second.

What Plain ML Is

Plain machine learning is the science: you clean data, fit a model, and check its accuracy. Brilliant work, but it lives entirely on your laptop.

All lessons in this course

  1. MLOps vs Plain Machine Learning
  2. The ML Lifecycle in One Picture
  3. Who Does What: Roles in an ML Team
  4. Your MLOps Maturity Checklist
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