Resume Example
Machine Learning Engineer Resume Example
See a Machine Learning Engineer resume example with skills, bullet points, and ATS-friendly formatting tips. Tailor your resume in minutes.
Key skills
PythonPyTorchTensorFlowscikit-learnAWS SageMakerDockerKubernetesMLflowSpark
Modern Minimal
Clean sidebar layout with navy accent. Great for tech and finance roles.
Recommended template: Modern Minimal
Market themes
- LLM integration and RAG pipelines are rising
- Fine-tuning skills (LoRA, PEFT, QLoRA) stand out
Certifications
- AWS Certified Machine Learning Specialty
- Google Cloud Professional ML Engineer
- TensorFlow Developer Certificate
Salary ranges
| Level | US | EU | Canada |
|---|---|---|---|
| Entry | USD 96,000-135,000 | EUR 65,000-95,000 | CAD 136,000-149,000 |
| Mid | USD 140,000-200,000 | EUR 70,000-100,000 | CAD 145,000-156,000 |
| Senior | USD 200,000-500,000+ | EUR 75,000-150,000+ | CAD 150,000-200,000 |
US hot markets
- San Francisco
- Seattle
- New York
- Boston
- Los Angeles
EU hot markets
- London
- Berlin
- Munich
- Amsterdam
Canada hot markets
- Toronto
- Montreal
- Vancouver
Why this works
- Highlights outcomes aligned with Machine Learning Engineer priorities.
- Emphasizes LLM Orchestration and RAG Pipelines to match ATS scans.
- Shows ownership, collaboration, and measurable results.
Example bullets
- Built an agentic workflow with tool calling, retrieval, and guardrails that cut manual triage time by 42%.
- Implemented a RAG system with reranking and eval suites that lifted answer accuracy by 28% while reducing hallucinations 35%.
- Reduced inference cost 30% and P95 latency from 3.4s to 1.9s via batching, caching, and model routing.
FAQ
Common questions about this role
What should a Machine Learning Engineer resume highlight?
Focus on LLM systems, evaluation, and production reliability so hiring teams see immediate fit.
Which skills matter most for Machine Learning Engineer roles?
Prioritize LLM Orchestration, RAG Pipelines, Vector Databases, Evaluation & Monitoring in your skills section.
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