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Machine Learning Engineer resume, built from real job postings

Not generic advice — we analyzed 119 Machine Learning Engineer descriptions from the 345 openings on our live job board (August 2026) and measured which skills postings actually ask for.

345Machine Learning Engineer openings tracked
227posted in the last 45 days
39%remote-friendly

The ATS keywords that matter for Machine Learning Engineer resumes

Percentage of Machine Learning Engineer postings in our sample that mention each skill. ATS screens match the exact phrasing a posting uses — if the description says one of these and your resume doesn't, you look like a mismatch to the software before a human ever reads you.

Machine learning
100%
Python
73%
Cross-functional collaboration
64%
LLMs / GenAI
57%
Leadership / mentoring
55%
PyTorch
49%
Communication skills
34%
Data pipelines
32%
APIs / REST
31%
Statistics
31%
Product roadmap
29%
Spark
26%
Stakeholder management
25%
Observability
23%
Kubernetes
21%
Privacy / GDPR
20%

How to put them in your resume (without keyword stuffing)

Mirror the posting, not this list

This table tells you what the market asks for; each application should mirror that specific description's wording. Paste the posting into Refynes and the AI Tailor rewrites your bullets around its exact keywords.

Attach every keyword to evidence

"Machine learning" in a skills list is weak. "Machine learning" inside an achievement bullet with a number is what convinces both the ATS and the recruiter.

Keep the formatting machine-readable

Single column for the parsing layer, standard section names, no tables or text boxes. Every Refynes template exports ATS-safe PDF and DOCX.

Companies hiring Machine Learning Engineers on our board

Mostly hiring in San Francisco, Remote - United States, San Mateo — and 39% of postings are remote-friendly.

RedditPinterestZooxAirbnbRobloxSpotify

Tailor your resume to a Machine Learning Engineer opening — free

Build your resume, paste a job description, and get an AI-tailored version that clears the ATS. 3 free Best Quality refinements every month. No credit card.

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Frequently asked questions

What keywords should a Machine Learning Engineer resume include in August 2026?

Based on 119 Machine Learning Engineer postings we analyzed from our live job board, the most frequently mentioned skills are: Machine learning (100%), Python (73%), Cross-functional collaboration (64%), LLMs / GenAI (57%), Leadership / mentoring (55%), PyTorch (49%). Mirror the exact phrasing a posting uses — applicant tracking systems match strings, not synonyms.

How many Machine Learning Engineer jobs are hiring right now?

Our job board currently tracks 345 Machine Learning Engineer openings from Greenhouse, Ashby and Lever ATS feeds, 227 of them posted in the last 45 days. 39% are remote-friendly.

How do I tailor my resume for a Machine Learning Engineer role?

Paste the job description into Refynes and run an AI refinement — it rewrites your bullets around the posting's own keywords while keeping your real experience. Every free account includes 3 free Best Quality AI refinements each month, no credit card required.

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