When I started to self-study machine learning almost all available teaching materials focused on building/training models and very few focused on building production grade ML systems. Here's a list of some great courses that have recently filled that gap
1/6

@full_stack_dl ( https://fullstackdeeplearning.com/ ) has lectures & labs focused on everything from tooling, data mgt, deployment, testing & monitoring. It's taught by @josh_tobin_ @sergeykarayev +. The course github repo is a particularly useful I return to https://github.com/full-stack-deep-learning/fsdl-text-recognizer-project
(2/6)

@chipro is teaching a great new course at stanford called ML System design ( https://stanford-cs329s.github.io/ ) which again covers almost everything needed to deploy production grade ML system. It covers lots of the practical topics you wished were covered in other ML courses.
(3/5)

@madewithml ( https://madewithml.com/courses/mlops/ ) has a full suite of accessible tutorials on the main aspects needed to build and deploy ML systems developed by @GokuMohandas. The tutorials are short and to the point but exactly what you need to deliver value in industry:
(4/6)

Two additional courses that I found really useful but which rarely get mentioned elsewhere are:
https://www.udemy.com/course/deployment-of-machine-learning-models/
https://www.udemy.com/course/testing-and-monitoring-machine-learning-model-deployments/
They’re taught by two experienced ML practitioners & great teachers @Soledad_Galli and @ChrisSamiullah
(5/6)
https://www.udemy.com/course/deployment-of-machine-learning-models/
https://www.udemy.com/course/testing-and-monitoring-machine-learning-model-deployments/
They’re taught by two experienced ML practitioners & great teachers @Soledad_Galli and @ChrisSamiullah

Finally @DeepLearningAI_ announced they're launching a new course 'Machine Learning Engineering for Production' on May 12th. I can't vouch for the course yet but if it's anything like the rest of the http://DeepLearning.ai material it will be 
https://twitter.com/DeepLearningAI_/status/1387783753645314053
(6/6)

https://twitter.com/DeepLearningAI_/status/1387783753645314053
