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Career Bonuses

The Google Professional Machine Learning Engineer certification proves that the successful candidates possess sufficient knowledge and skills to design and create scalable solutions for optimal performance. Some of the job roles that these individuals can consider include a Data Engineer, a Senior Data Engineer, a Machine Learning Engineer, a Technical Solutions Engineer, a Software Engineer, and a Cloud Infrastructure Engineer, among others. The median salary that the certificate holders can count on is around $140,000 per annum.

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

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What is the duration, language, and format of Professional Machine Learning Engineer - Google

  • Duration of Exam: 120 minutes
  • Language of Exam: English, Japanese, Korean
  • Type of Questions: Multiple choice (MCQs), multiple answers
  • No negative marking for wrong answers

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

SectionObjectives
Topic 1: ML pipeline automation and orchestration- Pipeline design
  • 1. Build end-to-end ML pipelines
    • 2. Use Vertex AI Pipelines
      Topic 2: ML model development- Evaluation
      • 1. Model validation strategies
        • 2. Evaluate model performance metrics
          - Model training and tuning
          • 1. Hyperparameter tuning and optimization
            • 2. Train models using TensorFlow / Vertex AI
              Topic 3: Deployment and operations- Monitoring and maintenance
              • 1. Monitor model drift and performance
                • 2. Retraining and lifecycle management
                  - Model deployment
                  • 1. Batch and online prediction systems
                    • 2. Deploy models using Vertex AI endpoints
                      Topic 4: Data preparation and processing- Data ingestion and pipelines
                      • 1. Use BigQuery and data processing services
                        • 2. Build data pipelines for training and serving
                          - Feature engineering
                          • 1. Transform and preprocess datasets
                            • 2. Feature selection and representation techniques
                              Topic 5: Designing ML solutions- Framing ML problems
                              • 1. Define success metrics and evaluation criteria
                                • 2. Translate business problems into ML tasks
                                  - ML architecture design
                                  • 1. Select appropriate ML models and approaches
                                    • 2. Design scalable ML systems on GCP

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