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Exam Outline

Google Cloud Professional Machine Learning Engineer

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Exam Subjects
1
Topics
72
Scoped Questions
1,560
Domain Weight Gap
1%
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  • Google Cloud Professional Machine Learning Engineer 72 topics
    • Architecting low-code AI solutions 13% 2 subtopics
      • Developing ML models using BigQuery ML or AutoML on Gemini Enterprise Agent Platform 5 subtopics
      • Building AI solutions using Google Cloud AI APIs or foundational models 4 subtopics
    • Collaborating within and across teams to manage data and models 16% 3 subtopics
      • Exploring and preprocessing data for ML 4 subtopics
      • Model prototyping using notebooks 3 subtopics
      • Tracking and running ML experiments 3 subtopics
    • Scaling prototypes into ML models 21% 3 subtopics
      • Building models given the task considering cost, complexity, latency, and scalability 4 subtopics
      • Training models 6 subtopics
      • Choosing appropriate hardware for training 2 subtopics
    • Serving and scaling models 20% 2 subtopics
      • Serving models 5 subtopics
      • Scaling online model serving 5 subtopics
    • Automating and orchestrating ML pipelines 18% 2 subtopics
      • Developing end-to-end ML pipelines 3 subtopics
      • Automating model retraining 2 subtopics
    • Monitoring AI solutions 13% 2 subtopics
      • Identifying risks to AI solutions 3 subtopics
      • Monitoring, testing, and troubleshooting AI solutions 3 subtopics
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72 mapped topics in scope
1,560 questions in this outline

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