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Understanding functional and technical aspects of Professional Machine Learning Engineer - Google ML Pipeline Automation & Orchestration
The following will be discussed in Google Professional-Machine-Learning-Engineer exam dumps:
Design pipeline. Considerations include:
- Storing data and generated artifacts
- Model/dataset lineage
- Identification of components, parameters, triggers, and compute needs
- Track and audit metadata
- Model binary options
- Hooking into model and dataset versioning
- Implement serving pipeline
- Constructing and testing of parameterized pipeline definition in SDK
- A/B and canary testing
- Setup of trigger and pipeline schedule
- Performing data validation
- Implement training pipeline
- Google Cloud serving options
- Testing for target performance
- Decoupling components with Cloud Build
- Orchestration framework
- Hooking models into existing CI/CD deployment system
- Hybrid or multi-cloud strategies
- Tuning compute performance
- Organization and tracking experiments and pipeline runs
- Use CI/CD to test and deploy models
Reference: https://cloud.google.com/certification/guides/machine-learning-engineer
The benefit of obtaining the Professional Machine Learning Engineer - Google Certification
- Professional Cloud Architect was the highest paying certification of 2020 and 2019
- More than 1 in 4 of Google Cloud certified individuals took on more responsibility or leadership roles at work
- 87% of Google Cloud certified individuals are more confident about their cloud skills
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