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The Google Professional Machine Learning Engineer certification is developed to validate the ability of the specialists to design, build, and productionize the Machine Learning models to solve business challenges with the help of Google Cloud technologies as well as their knowledge of the proven Machine Learning models & techniques. Specifically, this certificate equips the candidates with an understanding of all the aspects related to data pipeline interaction, model architecture, as well as metrics interpretation. It also provides the target individuals with the comprehension of the basic concepts of application development, data engineering, infrastructure management, and data governance. To get certified, the individuals need to take one qualifying exam.

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The benefit of obtaining the Professional Machine Learning Engineer - Google Certification

  • 87% of Google Cloud certified individuals are more confident about their cloud skills
  • More than 1 in 4 of Google Cloud certified individuals took on more responsibility or leadership roles at work
  • Professional Cloud Architect was the highest paying certification of 2020 and 2019

Reference: https://cloud.google.com/certification/guides/machine-learning-engineer

Google Professional-Machine-Learning-Engineer Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Architect low-code AI solutions12%- Design solutions using Vertex AI Studio, Model Garden, and Agent Builder
- Apply responsible AI principles to low-code designs
- Identify use cases for low-code/no-code AI tools
Topic 2: Train and deploy models20%- Use Vertex AI deployment features and infrastructure
- Implement generative AI deployment patterns
- Deploy models for online, batch, and streaming prediction
- Configure training jobs and environments
Topic 3: Automate and orchestrate ML pipelines18%- Use Vertex AI Pipelines, TFX, and other orchestration tools
- Implement CI/CD for ML systems
- Automate retraining and model updates
- Design end-to-end ML workflows
Topic 4: Collaborate to manage data and models16%- Address data privacy, compliance, and governance
- Organize and prepare enterprise data
  • 1. Work with structured, unstructured, and semi-structured data
    • 2. Use Cloud Storage, BigQuery, Spanner, Cloud SQL, and data processing tools
      - Manage datasets and features in Vertex AI
      Topic 5: Monitor and optimize AI solutions16%- Monitor model performance, fairness, and drift
      - Optimize cost, latency, and resource usage
      - Monitor data quality and pipeline health
      - Troubleshoot and maintain production systems
      Topic 6: Scale prototypes into AI models18%- 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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