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

Concept

Triton

Topic in 2 exam domains

X LinkedIn Facebook Reddit

Triton · Concept
Triton · Feature · GPU kernel backend

Also called: NVIDIA Triton Inference Server, Triton Inference server

An inference serving solution deployed in a container to serve models such as Gemma.

Where this appears on the exam

2 subdomains in 1 of 6 domains

Domain 4
Serving and scaling models
~20% of exam
1. 4.1Serving models
  - Packaging and serving models from different frameworks (e.g., PyTorch and XGBoost) using prebuilt and custom containers
2. 4.2Scaling online model serving
  - Scaling the serving backend based on the throughput (e.g., Gemini Enterprise Agent Platform Inference and containerized serving)

How learners score on this topic

Last updated October 24, 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

Concept

Triton

Topic in 2 exam domains

X LinkedIn Facebook Reddit

Triton · Concept
Triton · Feature · GPU kernel backend

Also called: NVIDIA Triton Inference Server, Triton Inference server

An inference serving solution deployed in a container to serve models such as Gemma.

Where this appears on the exam

2 subdomains in 1 of 6 domains

Domain 4
Serving and scaling models
~20% of exam
1. 4.1Serving models
  - Packaging and serving models from different frameworks (e.g., PyTorch and XGBoost) using prebuilt and custom containers
2. 4.2Scaling online model serving
  - Scaling the serving backend based on the throughput (e.g., Gemini Enterprise Agent Platform Inference and containerized serving)

How learners score on this topic

Last updated October 24, 2026

Where this appears on the exam

Related topics

Works with

How learners score on this topic

Where this appears on the exam

Related topics

Works with

How learners score on this topic