Google Professional-Machine-Learning-Engineer Test Passed : Google Professional Machine Learning Engineer

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Prerequisites

The Google Professional Machine Learning Engineer certification exam has no formal prerequisites. However, it is pretty hard to pass this test without having solid practical background. The candidates are recommended to have at least three years of industry experience, involving about one year of experience in designing and managing solutions with the help of Google Cloud. The target individuals can take advantage of Google Cloud Free Tier to use the selected products free of charge and gain the real-world expertise.

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Understanding functional and technical aspects of Professional Machine Learning Engineer - Google ML Model Development

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

• Retraining/redeployment evaluation
• Productionizing
• Model explainability on Cloud AI Platform
• Model generalization
• Build a model
• Choice of framework and model
• Scalable model analysis (e.g. Cloud Storage output files, Dataflow, BigQuery, Google Data Studio)
• Overfitting
• Scale model training and serving
• Hardware accelerators
• Transfer learning
• Model performance against baselines, simpler models, and across the time dimension
• Tracking metrics during training
• Training a model as a job in different environments
• Modeling techniques given interpretability requirements
• Distributed training
• Unit tests for model training and serving

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

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