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

Professional-Machine-Learning-Engineer
  • Exam Code: Professional-Machine-Learning-Engineer
  • Exam Name: Google Professional Machine Learning Engineer
  • Updated: Jul 25, 2026
  • Q & A: 300 Questions and Answers

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About Google Professional-Machine-Learning-Engineer Exam

What is the duration, language, and format of Professional Machine Learning Engineer - Google

  • Language of Exam: English, Japanese, Korean
  • Type of Questions: Multiple choice (MCQs), multiple answers
  • Duration of Exam: 120 minutes
  • No negative marking for wrong answers

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

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Exam Details

The Google Professional Machine Learning Engineer exam is two hours long. The candidates can expect multiple-choice as well as multiple-select questions in their delivery of the certification test. The exam is currently given to the learners in the English language. To register for and schedule it, you need to pay $200 (plus applicable taxes). While registering for the test, the potential applicants will be offered to select the convenient mode of exam delivery: an online proctored session from a remote location or an in-person proctored session at the nearest testing center.

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

SectionObjectives
Deployment and operations- Monitoring and maintenance
  • 1. Monitor model drift and performance
    • 2. Retraining and lifecycle management
      - Model deployment
      • 1. Deploy models using Vertex AI endpoints
        • 2. Batch and online prediction systems
          ML model development- Evaluation
          • 1. Evaluate model performance metrics
            • 2. Model validation strategies
              - Model training and tuning
              • 1. Hyperparameter tuning and optimization
                • 2. Train models using TensorFlow / Vertex AI
                  Data preparation and processing- Data ingestion and pipelines
                  • 1. Build data pipelines for training and serving
                    • 2. Use BigQuery and data processing services
                      - Feature engineering
                      • 1. Feature selection and representation techniques
                        • 2. Transform and preprocess datasets
                          Designing ML solutions- Framing ML problems
                          • 1. Define success metrics and evaluation criteria
                            • 2. Translate business problems into ML tasks
                              - ML architecture design
                              • 1. Select appropriate ML models and approaches
                                • 2. Design scalable ML systems on GCP
                                  ML pipeline automation and orchestration- Pipeline design
                                  • 1. Build end-to-end ML pipelines
                                    • 2. Use Vertex AI Pipelines

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