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Exam Details

The Google Professional Machine Learning Engineer exam is two hours long. The candidates can expect multiple-choice as well as multiple-select questions in their delivery of the certification test. The exam is currently given to the learners in the English language. To register for and schedule it, you need to pay $200 (plus applicable taxes). While registering for the test, the potential applicants will be offered to select the convenient mode of exam delivery: an online proctored session from a remote location or an in-person proctored session at the nearest testing center.

Understanding functional and technical aspects of Professional Machine Learning Engineer - Google ML Solution Architecture

The following will be discussed in Google Professional-Machine-Learning-Engineer exam dumps:

  • Design architecture that complies with regulatory and security concerns
  • Serving
  • Identifying potential regulatory issues
  • Design reliable, scalable, highly available ML solution
  • Building secure ML systems
  • A variety of component types - data collection; data management
  • Automation
  • Exploration/analysis
  • Selection of quotas and compute/accelerators with components
  • Choose appropriate Google Cloud hardware components
  • Privacy implications of data usage
  • Automation of data preparation and model training/deployment
  • Choose appropriate Google Cloud software components
  • Feature engineering
  • Logging/management
  • Data connections
  • SDLC best practices
  • Optimizing data use and storage
  • Monitoring

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

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:

  • Model/dataset lineage
  • Constructing and testing of parameterized pipeline definition in SDK
  • Testing for target performance
  • Performing data validation
  • Decoupling components with Cloud Build
  • Hooking into model and dataset versioning
  • Model binary options
  • Hooking models into existing CI/CD deployment system
  • Implement serving pipeline
  • Track and audit metadata
  • Identification of components, parameters, triggers, and compute needs
  • Implement training pipeline
  • Tuning compute performance
  • Storing data and generated artifacts
  • Organization and tracking experiments and pipeline runs
  • Use CI/CD to test and deploy models
  • A/B and canary testing
  • Setup of trigger and pipeline schedule
  • Hybrid or multi-cloud strategies
  • Google Cloud serving options
  • Orchestration framework

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

  • 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
  • 87% of Google Cloud certified individuals are more confident about their cloud skills

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

SectionObjectives
Designing ML solutions- ML architecture design
  • 1. Select appropriate ML models and approaches
    • 2. Design scalable ML systems on GCP
      - Framing ML problems
      • 1. Translate business problems into ML tasks
        • 2. Define success metrics and evaluation criteria
          Data preparation and processing- Feature engineering
          • 1. Feature selection and representation techniques
            • 2. Transform and preprocess datasets
              - Data ingestion and pipelines
              • 1. Use BigQuery and data processing services
                • 2. Build data pipelines for training and serving
                  Deployment and operations- Model deployment
                  • 1. Batch and online prediction systems
                    • 2. Deploy models using Vertex AI endpoints
                      - Monitoring and maintenance
                      • 1. Monitor model drift and performance
                        • 2. Retraining and lifecycle management
                          ML pipeline automation and orchestration- Pipeline design
                          • 1. Use Vertex AI Pipelines
                            • 2. Build end-to-end ML pipelines
                              ML model development- Model training and tuning
                              • 1. Hyperparameter tuning and optimization
                                • 2. Train models using TensorFlow / Vertex AI
                                  - Evaluation
                                  • 1. Evaluate model performance metrics
                                    • 2. Model validation strategies

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