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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

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Professional Machine Learning Engineer - Google Certified salary

The estimated average salary of Professional Machine Learning Engineer - Google is listed below:

  • United States: 114,000 USD
  • England: 87,200 POUND
  • India: 8,580,000 INR
  • Europe: 97,000 EURO

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

SectionObjectives
Scaling prototypes into ML models- Hyperparameter tuning
- Training at scale (Distributed training, TPUs)
- Frameworks (TensorFlow, PyTorch, JAX, Scikit-learn)
Collaborating within and across teams to manage data and models- Version control and reproducibility (e.g., DVC, MLOps)
- Data management and governance
- Collaboration between Data Scientists, Data Engineers, and ML Engineers
Serving and scaling models- Hardware accelerators (GPU/TPU) in serving
- Online prediction (Vertex AI Prediction)
- Batch prediction
- Model optimization (Quantization, Distillation)
Monitoring ML solutions- Model retraining strategies
- Logging and alerting (Cloud Monitoring)
- Performance monitoring and drift detection
Automating and orchestrating ML pipelines- Vertex AI Pipelines (Kubeflow Pipelines)
- CI/CD for ML systems
- Triggering and scheduling pipelines
Architecting low-code ML solutions- Leveraging pre-built ML models as a service (e.g., Vision AI, Speech-to-Text, Recommendations AI)
- AutoML capabilities and implementation
- Implementing BigQuery ML for basic models
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