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Topics of Professional Machine Learning Engineer - Google
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- ML Solution Architecture
- ML Solution Monitoring, Optimization, and Maintenance
- ML Problem Framing
- ML Model Development
- Data Preparation and Processing
- ML Pipeline Automation & Orchestration
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Professional Machine Learning Engineer - Google Certified salary
The estimated average salary of Professional Machine Learning Engineer - Google is listed below:
- England: 87,200 POUND
- United States: 114,000 USD
- Europe: 97,000 EURO
- India: 8,580,000 INR
Reference: https://cloud.google.com/certification/guides/machine-learning-engineer
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Google Professional-Machine-Learning-Engineer Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Scale prototypes into AI models | 18% | - Select appropriate model architectures and frameworks - Optimize model performance and generalization - Design and run experiments - Work with foundation models and generative AI techniques |
| Train and deploy models | 20% | - Implement generative AI deployment patterns - Configure training jobs and environments - Use Vertex AI deployment features and infrastructure - Deploy models for online, batch, and streaming prediction |
| Automate and orchestrate ML pipelines | 18% | - Design end-to-end ML workflows - Automate retraining and model updates - Use Vertex AI Pipelines, TFX, and other orchestration tools - Implement CI/CD for ML systems |
| Monitor and optimize AI solutions | 16% | - Troubleshoot and maintain production systems - Monitor data quality and pipeline health - Optimize cost, latency, and resource usage - Monitor model performance, fairness, and drift |
| Collaborate to manage data and models | 16% | - Address data privacy, compliance, and governance - Manage datasets and features in Vertex AI - Organize and prepare enterprise data
|
| 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 |
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