Mastering Azure Machine Learning - Second Edition

Chapter 17: Preparing for a Successful ML Journey

Congratulations, you've made it – what an incredible journey you've been on! By now, you should have learned how to preprocess data in the cloud, experiment with ML models, train deep learning models and recommendation engines on auto-scaling clusters, optimize models, and deploy them wherever you want. And you should know how to add a cherry to the top of the cake by operationalizing all of these steps through MLOps.

In this last chapter, we will recap some important revelations we learned during this journey. It's easy to get lost or overwhelmed by technological and algorithmic choices. You could dive deep into modeling, infrastructure, or monitoring without getting any closer to having a good ...