32 Best Resources to learn MLOps in 2024- [YouTube, Books, Courses, & Tutorials]

Best Resources to learn MLOps

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/NCourse NameRatingTime to Complete
1. MLOps (Machine Learning Operations) Fundamentals– Coursera4.0/515 hours 
2.Cloud Machine Learning Engineering and MLOps– Coursera4.6/512 hours
3.Open Source Platforms for MLOps– CourseraNA13 hours
4.Python Essentials for MLOps– CourseraNA22 hours
5.Complete MLOps Bootcamp– Udemy4.0/53.5 hours
6.MLOps Fundamentals– Udemy4.3/53 hours
7.Azure Machine Learning & MLOps: Beginner to Advance– Udemy4.6/517.5 hours
8.Machine Learning Engineering for Production (MLOps) Specialization– Coursera4.7/54 months

Best Books to learn MLOps

S/NBook NameAuthorBook LInk
1. Practical MLOps: Operationalizing Machine Learning ModelsNoah Gift, Alfredo DezaBuy on Amazon
2.Introducing MLOps: How to Scale Machine Learning in the Enterprise Mark Treveil , Nicolas Omont, Clément Stenac, Kenji Lefevre, Du PhanBuy on Amazon
3.Designing Machine Learning Systems: An Iterative Process for Production-Ready ApplicationsChip HuyenBuy on Amazon
4.Engineering MLOpsEmmanuel Raj Buy on Amazon
5.MLOps Engineering at ScaleCarl Osipov Buy on Amazon
6.Machine Learning Engineering with PythonAndrew P. McMahonBuy on Amazon
7.Combining DataOps, MLOps, and DevOpsDr. Kalpesh Parikh Buy on Amazon
8.Beginning MLOps with MLFlowSridhar Alla, Suman Kalyan Adari Buy on Amazon
9.Open Source MLOPsMatthew UpsonBuy on Amazon

Best MLOps Tutorials

S/NTutorial NameProvider
1.MLOps GuideGitHub
2.Machine Learning, Pipelines, Deployment, and MLOps TutorialDataCamp
3.MLOps Python Tutorial for BeginnersProjectPro
4.The MLOps –   A Complete Guide and tutorialdevopsschool
5.MLOps Tutorialdeeplearninguniversity
6.What is MLOps?javaTpoint
7. What is MLOps?TutorialsPoint

Best Youtube Channels to learn MLOps

S/NTutorial NameChannel Name
1.MLOps Full CourseIntellipaat
2.MLOPSKrish Naik
3.What Is MLOps Edureka
5.Azure MLOpsMG
6.Machine Learning Engineering for Production (MLOps)DeepLearningAI
7.MLOps Tutorial – Building a CI/ CD Machine Learning PipelineCloud Guru
8.Introduction to MLOpsPragmatic 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.


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

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Written By Aqsa Zafar

Founder of MLTUT, Machine Learning Ph.D. scholar at Dayananda Sagar University. Research on social media depression detection. Create tutorials on ML and data science for diverse applications. Passionate about sharing knowledge through website and social media.

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