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Understanding functional and technical aspects of Professional Machine Learning Engineer - Google ML Problem Framing
The following will be discussed in Google Professional-Machine-Learning-Engineer exam dumps:
- Defining the input (features) and predicted output format
- Key results
- Managing incorrect results
- Determination of when a model is deemed unsuccessful
- Defining problem type (classification, regression, clustering, etc.)
- Defining business problems
- Define ML problem
- Identify risks to feasibility and implementation of ML solution. Considerations include:
- Defining outcome of model predictions
- Assessing data readiness
- Define business success criteria
- Assessing ML solution readiness
- Aligning with Google AI principles and practices (e.g. different biases)
- Assessing and communicating business impact
- Identifying data sources
- Success metrics
- Identifying nonML solutions
- Defining output use
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Preparation Process
The candidates for the Google Professional Machine Learning Engineer certification can find everything they need to efficiently prepare for the qualifying test on the official website. The most recommended resource offered by the vendor is the Machine Learning Engineer learning path. It contains both lessons and practical labs for a comprehensive understanding of the exam content. Moreover, the students can take advantage of the sample questions designed to help the potential test takers familiarize themselves with the possible exam questions. Finally, the applicants can opt for the Machine Learning Engineer Prep Webinar to join the Google experts and recently certified professionals for the tips and insights on the Machine Learning models, data processing systems, solution quality, and more.
Reference: https://cloud.google.com/certification/guides/machine-learning-engineer
Google Professional-Machine-Learning-Engineer Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| ML model development | - Model training and tuning
|
| Designing ML solutions | - Framing ML problems
|
| ML pipeline automation and orchestration | - Pipeline design
|
| Data preparation and processing | - Data ingestion and pipelines
|
| Deployment and operations | - Monitoring and maintenance
|


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