Exam Name: Google Professional Machine Learning Engineer
Certification Provider: Google
Corresponding Certification: Google Cloud Certified
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Check Updated on: Aug 06, 2026
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Topics of Professional Machine Learning Engineer - Google
Candidates must know the exam topics before they start preparation. Because it will help them in hitting the core. Google Professional-Machine-Learning-Engineer exam dumps pdf will include the following topics:
- ML Model Development
- ML Solution Monitoring, Optimization, and Maintenance
- ML Problem Framing
- ML Pipeline Automation & Orchestration
- Data Preparation and Processing
- ML Solution Architecture
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Understanding functional and technical aspects of Professional Machine Learning Engineer - Google ML Solution Architecture
The following will be discussed in Google Professional-Machine-Learning-Engineer exam dumps:
- SDLC best practices
- Choose appropriate Google Cloud software components
- Identifying potential regulatory issues
- A variety of component types - data collection; data management
- Automation
- Optimizing data use and storage
- Design reliable, scalable, highly available ML solution
- Logging/management
- Feature engineering
- Choose appropriate Google Cloud hardware components
- Selection of quotas and compute/accelerators with components
- Building secure ML systems
- Privacy implications of data usage
- Automation of data preparation and model training/deployment
- Data connections
- Serving
- Design architecture that complies with regulatory and security concerns
- Monitoring
- Exploration/analysis
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.
Reference: https://cloud.google.com/certification/guides/machine-learning-engineer
Google Professional-Machine-Learning-Engineer Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Scale prototypes into AI models | 18% | - Optimize model performance and generalization - Work with foundation models and generative AI techniques - Select appropriate model architectures and frameworks - Design and run experiments |
| Collaborate to manage data and models | 16% | - Address data privacy, compliance, and governance - Organize and prepare enterprise data
|
| Train and deploy models | 20% | - Implement generative AI deployment patterns - Configure training jobs and environments - Deploy models for online, batch, and streaming prediction - Use Vertex AI deployment features and infrastructure |
| Architect low-code AI solutions | 12% | - Design solutions using Vertex AI Studio, Model Garden, and Agent Builder - Identify use cases for low-code/no-code AI tools - Apply responsible AI principles to low-code designs |
| Automate and orchestrate ML pipelines | 18% | - Automate retraining and model updates - Use Vertex AI Pipelines, TFX, and other orchestration tools - Design end-to-end ML workflows - Implement CI/CD for ML systems |
| Monitor and optimize AI solutions | 16% | - Optimize cost, latency, and resource usage - Monitor model performance, fairness, and drift - Troubleshoot and maintain production systems - Monitor data quality and pipeline health |
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