Professional Machine Learning Engineer

Build, deploy, and monitor production ML and generative AI solutions on Gemini Enterprise Agent Platform, and track your readiness for the Professional Machine Learning Engineer exam.

Expert

Prepare and test your skills

Expert

Prepare and test your skills

Google Cloud feature

Vertex AI Inference autoscaling

Topic in 1 exam domain

X LinkedIn Facebook Reddit

A feature that dynamically adjusts the number of inference nodes according to the volume of concurrent requests.

Where this appears on the exam

1 objective in 1 of 6 domains

Domain 4
Serving and scaling models
~20% of exam
1. 4.1Serving models
  - Implementing model rollout strategies (e.g., A/B testing and canary deployments) to compare model versions

How learners score on this topic

Last updated October 16, 2026

Professional Machine Learning Engineer

Build, deploy, and monitor production ML and generative AI solutions on Gemini Enterprise Agent Platform, and track your readiness for the Professional Machine Learning Engineer exam.

Expert

Prepare and test your skills

Expert

Prepare and test your skills

Google Cloud feature

Vertex AI Inference autoscaling

Topic in 1 exam domain

X LinkedIn Facebook Reddit

A feature that dynamically adjusts the number of inference nodes according to the volume of concurrent requests.

Where this appears on the exam

1 objective in 1 of 6 domains

Domain 4
Serving and scaling models
~20% of exam
1. 4.1Serving models
  - Implementing model rollout strategies (e.g., A/B testing and canary deployments) to compare model versions

How learners score on this topic

Last updated October 16, 2026