What should an ML infrastructure and MLOps cover letter include?

Three things: the role you are applying for, one or two results from your ML infrastructure and MLOps work with numbers, and one specific reason you want this company. Name the skills the posting names; for this work the most frequent today are Python, LLM, AI.

Do ML infrastructure and MLOps jobs ask for a cover letter?

None of the 34 open ML infrastructure and MLOps postings with a full description here mention a cover letter in their text (counted today). The application form often has a separate field for one: when it does, a short letter still helps.

How long should an ML infrastructure and MLOps cover letter be?

Three short paragraphs, under 250 words: a screen without scrolling. Recruiters read the first lines and the results; everything else is skipped.

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ML infrastructure and MLOps cover letter example: results first

A cover letter for ML infrastructure and MLOps jobs that leads with what you achieved, not with what you were responsible for. Copy it, replace the parts in [brackets] and use the words of the posting you answer.

Open ML infrastructure and MLOps jobs today: 382
Can be done from home: 13%
Median advertised pay: $242K

Dear Hiring Manager,

I am applying for the ML Platform Engineer position at [Company]. I have [number] years of experience as an ML infrastructure and MLOps, most recently at [Current company], where my focus is model serving, training pipelines, GPU scheduling.

Two results from that work:
- Built the platform 40 researchers use to train models; starting a job takes 2 minutes instead of half a day
- Raised GPU use from 45% to 82% with a shared queue, saving about $1.2M a year

[One or two sentences on why this company: a product you use, a goal from the posting, a problem you can help with.] I would bring the same focus on measurable results, and hands-on experience with Python, LLM and AI, which the posting asks for.

I would welcome the chance to talk about how I can help. Thank you for your time.

Sincerely,
[Your name]

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Questions about an ML infrastructure and MLOps cover letter

What should an ML infrastructure and MLOps cover letter include?: Three things: the role you are applying for, one or two results from your ML infrastructure and MLOps work with numbers, and one specific reason you want this company. Name the skills the posting names; for this work the most frequent today are Python, LLM, AI.
Do ML infrastructure and MLOps jobs ask for a cover letter?: None of the 34 open ML infrastructure and MLOps postings with a full description here mention a cover letter in their text (counted today). The application form often has a separate field for one: when it does, a short letter still helps.
How long should an ML infrastructure and MLOps cover letter be?: Three short paragraphs, under 250 words: a screen without scrolling. Recruiters read the first lines and the results; everything else is skipped.

ML infrastructure and MLOps cover letter example: results first

Questions about an ML infrastructure and MLOps cover letter

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382 open ML infrastructure and MLOps jobs