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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.
Reference: https://cloud.google.com/certification/guides/machine-learning-engineer
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| Section | Weight | Objectives |
|---|---|---|
| Monitor and optimize AI solutions | 16% | - Optimize cost, latency, and resource usage - Troubleshoot and maintain production systems - Monitor model performance, fairness, and drift - Monitor data quality and pipeline health |
| Architect low-code AI solutions | 12% | - Identify use cases for low-code/no-code AI tools - Apply responsible AI principles to low-code designs - Design solutions using Vertex AI Studio, Model Garden, and Agent Builder |
| 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
|
| Train and deploy models | 20% | - Use Vertex AI deployment features and infrastructure - Configure training jobs and environments - Deploy models for online, batch, and streaming prediction - Implement generative AI deployment patterns |
| Automate and orchestrate ML pipelines | 18% | - Design end-to-end ML workflows - Use Vertex AI Pipelines, TFX, and other orchestration tools - Automate retraining and model updates - Implement CI/CD for ML systems |
| Scale prototypes into AI models | 18% | - Design and run experiments - Select appropriate model architectures and frameworks - Work with foundation models and generative AI techniques - Optimize model performance and generalization |
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