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The Google Professional Machine Learning Engineer certification exam has no formal prerequisites. However, it is pretty hard to pass this test without having solid practical background. The candidates are recommended to have at least three years of industry experience, involving about one year of experience in designing and managing solutions with the help of Google Cloud. The target individuals can take advantage of Google Cloud Free Tier to use the selected products free of charge and gain the real-world expertise.
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Reference: https://cloud.google.com/certification/guides/machine-learning-engineer
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Automate and orchestrate ML pipelines | 18% | - Use Vertex AI Pipelines, TFX, and other orchestration tools - Automate retraining and model updates - Design end-to-end ML workflows - Implement CI/CD for ML systems |
| Topic 2: 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 |
| Topic 3: Monitor and optimize AI solutions | 16% | - Monitor model performance, fairness, and drift - Troubleshoot and maintain production systems - Monitor data quality and pipeline health - Optimize cost, latency, and resource usage |
| Topic 4: Collaborate to manage data and models | 16% | - Organize and prepare enterprise data
- Manage datasets and features in Vertex AI |
| Topic 5: Train and deploy models | 20% | - Configure training jobs and environments - Deploy models for online, batch, and streaming prediction - Use Vertex AI deployment features and infrastructure - Implement generative AI deployment patterns |
| Topic 6: Scale prototypes into AI models | 18% | - Design and run experiments - Select appropriate model architectures and frameworks - Optimize model performance and generalization - Work with foundation models and generative AI techniques |
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