Start with the job description. Select skills you can demonstrate, use the employer's terminology where it accurately describes your work, and place those terms in relevant skills and project bullets. This is a reference menu, not a requirement to include every keyword or a ranking of hiring demand.
Write an acronym with its full term on first use where helpful, such as retrieval-augmented generation (RAG) or static application security testing (SAST).
A reproducible training pipeline, held-out evaluation and a baseline comparison.
AI applications
natural language processinglarge language modelsprompt engineeringinference
Evidence to pair with these terms
An application demo with input validation, failure cases and measured response quality.
Delivery and operations
model deploymentexperiment trackingAPImonitoring
Evidence to pair with these terms
A versioned API, experiment report and a documented rollback or model-update procedure.
Choose tools that match your experience
Mention PyTorch, scikit-learn, MLflow, FastAPI or a cloud AI service only when you used it. These are stack choices, not universal requirements.
Resume bullet examples
Use: action + system or task + method + measured result or verification. Replace bracketed fields with your own facts; these examples do not describe completed work.
Built a [model/task] pipeline in Python and compared [N] configurations on [N] held-out examples using [metric], documenting data leakage checks and error cases.
Deployed a versioned [model] inference API and measured [p95 latency] at [concurrency] on [hardware], with [validation or fallback behavior].
Keep the claims precise
Do not describe using a chatbot as model training. Distinguish calling a hosted model, fine-tuning a model and training one from scratch.
Where to use the keywords
Summary: describe your target role and strongest relevant evidence in two or three specific lines.
Skills: group tools and methods you can explain, rather than listing every technology in the vacancy.
Projects and experience: show what you built, why you chose an approach and how you verified the result.
Education and certifications: use the exact credential title and truthful completion status; keep coursework separate from work experience.
The tools open with this role selected. They provide a keyword and structure heuristic, not an employer's ATS score or an interview guarantee. Missing terms are suggestions to review only when relevant and supported by your experience.