learning pathGoogle Professional Machine Learning Engineer Exam Preparation
17 hours
Build hands-on tech skillsImprove theoretical and practical skills needed in real-world scenarios.
Stay focused, stay committedSupercharge your learning journey by enrolling, empowering you to stay focused, motivated, and achieve your goals with ease.
Earn a certificate of completionShow your skills and build your credibility when you include them in your resume and LinkedIn profile.

Training content


This learning path is designed to help you prepare for the Google Certified Professional Machine Learning Engineer exam. Even if you don't plan to take the exam, these courses will help you gain a solid understanding of how to implement machine learning on Google Cloud Platform. Candidates who pass the exam will earn the Google Professional Machine Learning Engineer certification.

The Professional Machine Learning Engineer exam tests your knowledge of six subject areas.

Learning Objectives

  • Framing machine learning problems
  • Architecting machine learning solutions
  • Designing data preparation and processing systems
  • Developing machine learning models
  • Automating and orchestrating machine learning pipelines
  • Monitoring, optimizing, and maintaining machine learning solutions

Intended Audience

  • Data professionals
  • People studying for the Google Professional Machine Learning Engineer exam


  • Basic understanding of cloud concepts
  • Experience writing Python code


If you have thoughts or suggestions on this learning path, please contact Cloud Academy at

Your certificate for this learning path
Guy Hummel
Azure and Google Cloud Content Lead
Learning Paths

Guy launched his first training website in 1995 and he's been helping people learn IT technologies ever since. He has been a sysadmin, instructor, sales engineer, IT manager, and entrepreneur. In his most recent venture, he founded and led a cloud-based training infrastructure company that provided virtual labs for some of the largest software vendors in the world. Guy’s passion is making complex technology easy to understand. His activities outside of work have included riding an elephant and skydiving (although not at the same time).