ML-ENGINEER: Google Cloud Professional Machine Learning Engineer
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Exam Resources
Official learning paths, exam details, skills measured, and community resources to supplement your study.
About the ML-ENGINEER Exam
Build, deploy, and manage ML models and AI solutions on Google Cloud.
The ML/AI specialist Google Cloud certification. Updated October 2024 with generative AI focus. Covers BigQuery ML, Vertex AI, custom training, MLOps pipelines, model monitoring, responsible AI, and foundation models.
Who Should Take This Exam?
The ML-ENGINEER is designed for experienced professionals seeking advanced validation. 2+ years of hands-on experience recommended.
Typical study time: 8-12 weeks of intensive study
Exam Quick Facts
| Detail | Value |
|---|---|
| Exam Code | ML-ENGINEER |
| Title | Google Cloud Professional Machine Learning Engineer |
| Duration | 120 minutes |
| Questions | 50–60 |
| Cost | $200 USD |
| Provider | Kryterion |
| Validity | 2 years |
| Question Types | Multiple choice, Multiple select |
| Official Page | View on GCP → |
Exam Domains & Weights
The ML-ENGINEER exam covers 7 domains. Focus your study time based on the weights below — higher-weighted domains have more exam questions.
| Domain | Weight | Practice Qs |
|---|---|---|
| Architecting Low-Code AI Solutions | 13% | 26 |
| Collaborating Across Teams to Manage Data and Models | 15% | 30 |
| Scaling Prototypes into ML/AI Models | 14% | 28 |
| Serving and Scaling Models | 15% | 30 |
| Automating and Orchestrating ML Pipelines | 18% | 36 |
| Monitoring AI Solutions | 15% | 30 |
| Designing Responsible, Secure, and Compliant AI | 10% | 20 |
| Total | 100% | 200 |
💡 Study tip: Automating and Orchestrating ML Pipelines carries the most weight (18%) — start there. Designing Responsible, Secure, and Compliant AI has the least (10%), but don’t skip it — exam questions can come from any domain.
Practice Exam — 200 Questions
Prepare for the ML-ENGINEER with our 200-question practice exam covering all 7 exam domains. Every question includes detailed explanations and maps to official exam objectives.
What you get:
- ✅ Exam simulation mode with timer
- ✅ Spaced repetition for weak areas
- ✅ Detailed explanations for every question
- ✅ Progress tracking across domains
- ✅ 20 free questions — no account needed
GCP Certification Path
GCP certs follow: Foundational (Cloud Digital Leader) → Associate (Cloud Engineer) → Professional (Architect, Data Engineer, etc.). Cloud Digital Leader is the entry point.
Related GCP Certifications
If you’re studying for the ML-ENGINEER, you might also be interested in these GCP certifications:
- CLOUD-DIGITAL-LEADER: Google Cloud Digital Leader — 200 practice questions
- CLOUD-ARCHITECT: Google Cloud Professional Cloud Architect — 200 practice questions
- CLOUD-ENGINEER: Google Cloud Associate Cloud Engineer — 200 practice questions
- DATA-ENGINEER: Google Cloud Professional Data Engineer — 200 practice questions
- SECURITY-ENGINEER: Google Cloud Professional Cloud Security Engineer — 200 practice questions
Study Tips
- Start with the heaviest domain — focus your time where the exam focuses its questions
- Use our practice exam — try the 20 free questions first to gauge your readiness
- Review explanations — don’t just check if you got it right; read why each answer is correct
- Simulate exam conditions — use the timed exam mode to practice under pressure
- Check the official page — official exam details always have the latest objectives