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Professional Machine Learning Engineer / STUDY TOOLS

Exam coverage map

The current guide uses Gemini Enterprise Agent Platform terminology for capabilities previously associated with Vertex AI. Recognize both names in documentation; product availability and model versions vary by region.

Published objectives

Objective Revision topic
1.1 · BigQuery ML and AutoML 01 Choose low-code, APIs or custom ML
1.2 · AI APIs and foundation models 01 Choose low-code, APIs or custom ML
2.1 · Data and feature preparation 02 Data, features and experiments
2.2 · Notebook prototyping 02 Data, features and experiments
2.3 · Experiments and evaluation 02 Data, features and experiments
3.1 · Model and platform choice 01 Choose low-code, APIs or custom ML
3.2 · Training and tuning 03 Training, tuning and accelerators
3.3 · Training hardware 03 Training, tuning and accelerators
4.1 · Serving and rollout 04 Serving, rollout and scale
4.2 · Online serving scale 04 Serving, rollout and scale
5.1 · End-to-end pipelines 05 Pipelines and continuous training
5.2 · Continuous training 05 Pipelines and continuous training
6.1 · Security and responsible AI 06 Monitor quality, safety and change
6.2 · Monitoring and troubleshooting 06 Monitor quality, safety and change

Search across every published topic.