Machine Learning Engineer ATS Keywords

Top ATS keywords for ML Engineer resumes — the MLOps tools, serving infrastructure, and LLM terms applicant tracking systems screen for.

Essential Keywords

Technical Skills

Machine Learning EngineeringMLOpsModel DeploymentModel ServingDistributed TrainingFeature EngineeringDeep LearningLLM Fine-TuningRetrieval-Augmented Generation (RAG)Model MonitoringPythonCI/CD for ML

Soft Skills

Cross-functional CollaborationTechnical CommunicationProblem SolvingMentoringTrade-off AnalysisDocumentation

Tools & Software

PyTorchTensorFlowHugging FaceMLflowKubernetesDockerSageMakerVertex AIRayTriton Inference ServerFeastAirflow

Certifications

AWS Certified Machine Learning — SpecialtyGoogle Professional Machine Learning EngineerDatabricks Certified ML ProfessionalNVIDIA Deep Learning Institute Certificates

Action Verbs for Machine Learning Engineer Resumes

DeployedProductionizedServedFine-tunedQuantizedScaledOptimizedContainerizedMonitoredAccelerated

Industry Terms

Training-Serving SkewFeature StoreModel RegistryInference Latency (p99)Quantization & DistillationVector DatabaseEmbeddingsLLM EvaluationPrompt EngineeringShadow DeploymentDrift DetectionGPU Optimization

How to Use These Keywords

1

Include LLM-era terms (RAG, fine-tuning, vector database, evals) — they're the fastest-growing recruiter searches in ML hiring.

2

Pair serving keywords with latency/throughput numbers ('35ms p99 at 40M requests/day') to convert ATS matches into interviews.

3

List both 'MLOps' and its components (model registry, feature store, monitoring) — postings filter at both levels.

4

Show framework depth on one of PyTorch or TensorFlow rather than claiming both equally — interviewers probe the first listed.

5

Include 'production' as a literal word — 'production ML' is a top recruiter search phrase distinguishing engineers from researchers.

Check Your Resume's ATS Score

See how well your resume matches ATS requirements and get actionable suggestions to improve.

Check ATS ScoreBuild ATS-Friendly Resume

Related ATS Keywords

Data Scientist

Top ATS keywords for Data Scientist resumes — the ML techniques, statistical methods, and tools applicant tracking systems screen for.

Data Engineer

Top ATS keywords for Data Engineer resumes — the pipeline tools, cloud platforms, and action verbs applicant tracking systems screen for.

Software Engineer

Discover top ATS keywords for Software Engineer resumes. Optimize with the technical skills, tools, and action verbs that pass applicant tracking systems.