Google Professional-Machine-Learning-Engineer : Google Professional Machine Learning Engineer

  • Exam Code: Professional-Machine-Learning-Engineer
  • Exam Name: Google Professional Machine Learning Engineer
  • Updated: Aug 04, 2026     Q & A: 350 Questions and Answers

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Reference: https://cloud.google.com/certification/guides/machine-learning-engineer

Professional Machine Learning Engineer - Google Certification Path

The associate level certification is focused on the fundamental skills of deploying, monitoring, and maintaining projects on Google Cloud. This certification is a good starting point for those new to cloud and can be used as a path to professional level certifications.

Professional certifications span key technical job functions and assess advanced skills in design, implementation, and management. These certifications are recommended for individuals with industry experience and familiarity with Google Cloud products and solutions.

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Google Professional-Machine-Learning-Engineer Exam Syllabus Topics:

SectionWeightObjectives
Automate and orchestrate ML pipelines18%- Implement CI/CD for ML systems
- Design end-to-end ML workflows
- Use Vertex AI Pipelines, TFX, and other orchestration tools
- Automate retraining and model updates
Scale prototypes into AI models18%- Work with foundation models and generative AI techniques
- Design and run experiments
- Optimize model performance and generalization
- Select appropriate model architectures and frameworks
Monitor and optimize AI solutions16%- Monitor model performance, fairness, and drift
- Optimize cost, latency, and resource usage
- Monitor data quality and pipeline health
- Troubleshoot and maintain production systems
Collaborate to manage data and models16%- Address data privacy, compliance, and governance
- Organize and prepare enterprise data
  • 1. Use Cloud Storage, BigQuery, Spanner, Cloud SQL, and data processing tools
    • 2. Work with structured, unstructured, and semi-structured data
      - Manage datasets and features in Vertex AI
      Train and deploy models20%- Deploy models for online, batch, and streaming prediction
      - Configure training jobs and environments
      - Use Vertex AI deployment features and infrastructure
      - Implement generative AI deployment patterns
      Architect low-code AI solutions12%- Apply responsible AI principles to low-code designs
      - Identify use cases for low-code/no-code AI tools
      - Design solutions using Vertex AI Studio, Model Garden, and Agent Builder

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