32 Best Resources to learn MLOps in 2025- [YouTube, Books, Courses, & Tutorials]

Are you looking for the Best Resources to learn MLOps?… If yes, you are in the right place. In this article, I have listed all the best resources to learn MLOps including Online Courses, Tutorials, Books, and YouTube Videos.

Now without further ado, let’s get started-

Best Resources to learn MLOps

For your convenience, I have created separate tables for each resource. So let’s start with online courses-

Note- If you are reading this article on Mobile, Please slide left for Full Table.

Best Courses to learn MLOps

S/N	Course Name	Rating	Time to Complete
1.	MLOps (Machine Learning Operations) Fundamentals– Coursera	4.0/5	15 hours
2.	Cloud Machine Learning Engineering and MLOps– Coursera	4.6/5	12 hours
3.	Open Source Platforms for MLOps– Coursera	NA	13 hours
4.	Python Essentials for MLOps– Coursera	NA	22 hours
5.	Complete MLOps Bootcamp– Udemy	4.0/5	3.5 hours
6.	MLOps Fundamentals– Udemy	4.3/5	3 hours
7.	Azure Machine Learning & MLOps: Beginner to Advance– Udemy	4.6/5	17.5 hours
8.	Machine Learning Engineering for Production (MLOps) Specialization– Coursera	4.7/5	4 months

Best Books to learn MLOps

S/N	Book Name	Author	Book LInk
1.	Practical MLOps: Operationalizing Machine Learning Models	Noah Gift, Alfredo Deza	Buy on Amazon
2.	Introducing MLOps: How to Scale Machine Learning in the Enterprise	Mark Treveil , Nicolas Omont, Clément Stenac, Kenji Lefevre, Du Phan	Buy on Amazon
3.	Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications	Chip Huyen	Buy on Amazon
4.	Engineering MLOps	Emmanuel Raj	Buy on Amazon
5.	MLOps Engineering at Scale	Carl Osipov	Buy on Amazon
6.	Machine Learning Engineering with Python	Andrew P. McMahon	Buy on Amazon
7.	Combining DataOps, MLOps, and DevOps	Dr. Kalpesh Parikh	Buy on Amazon
8.	Beginning MLOps with MLFlow	Sridhar Alla, Suman Kalyan Adari	Buy on Amazon
9.	Open Source MLOPs	Matthew Upson	Buy on Amazon

Best MLOps Tutorials

S/N	Tutorial Name	Provider
1.	MLOps Guide	GitHub
2.	Machine Learning, Pipelines, Deployment, and MLOps Tutorial	DataCamp
3.	MLOps Python Tutorial for Beginners	ProjectPro
4.	The MLOps –   A Complete Guide and tutorial	devopsschool
5.	MLOps Tutorial	deeplearninguniversity
6.	What is MLOps?	javaTpoint
7.	What is MLOps?	TutorialsPoint

Best Youtube Channels to learn MLOps

S/N	Tutorial Name	Channel Name
1.	MLOps Full Course	Intellipaat
2.	MLOPS	Krish Naik
3.	What Is MLOps	Edureka
4.	MLOps	AIEngineering
5.	Azure MLOps	MG
6.	Machine Learning Engineering for Production (MLOps)	DeepLearningAI
7.	MLOps Tutorial – Building a CI/ CD Machine Learning Pipeline	Cloud Guru
8.	Introduction to MLOps	Pragmatic AI Labs

And here the list ends. I hope these resources will help you to learn and master MLOps. I would suggest you bookmark this article for future referrals.

Now it’s time to wrap up.

Conclusion

In this article, I tried to cover all the Best Resources to learn MLOps from online courses to YouTube videos. If you have any doubts or questions, feel free to ask me in the comment section.

All the Best!

Enjoy Learning!

Thank YOU!

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Though of the Day…

‘ Anyone who stops learning is old, whether at twenty or eighty. Anyone who keeps learning stays young.

– Henry Ford