Data & AI↑ Rising demand

How to Write a Machine Learning Engineer CV for UK Jobs

The ATS keywords, common mistakes, and example bullets that get Machine Learning Engineer CVs to interview stage in the UK.

Average salary UK

£70,000–£120,000

Average salary India

₹18–55 LPA

ATS keywords for Machine Learning Engineer CVs

Include these terms in your CV — match the exact wording used in the job description where possible.

PythonPyTorchTensorFlowMLOpsKubeflowmodel servingfeature engineeringAWS SageMakerCI/CD for MLLLMs

✗No model serving or production deployment experience mentioned — MLE ≠ Data Scientist

✗Missing MLOps tooling — monitoring, retraining, drift detection expected at senior level

✗LLM experience now near-essential — GPT, fine-tuning, RAG patterns should appear

Great CV bullets follow the formula: action verb + what you did + measurable result.

✓Deployed recommendation model via SageMaker serving 1M+ daily predictions with <50ms p99 latency

✓Built automated model retraining pipeline on Kubeflow triggered by data drift, maintaining 94%+ accuracy

DeepMindWaymo UKGraphcoreArrivalArmBabylon

Data Scientist

Software Engineer

Upload your CV, paste a Machine Learning Engineer job description, and get an instant ATS score with a rewritten version targeting 90+.

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