Roles at frontier labs · Systems and infrastructure
Machine Learning Engineer
61 recorded postings · Partial update · October 8, 2026
Recorded postings, not a live vacancy count. Partial update: some sources retain earlier observations; each listing has its own check date.
Machine learning engineers at labs build the models inside products and the systems that train and serve them: ranking, data science, fine-tuning and production ML.
- Python 87%
- Inference and serving 67%
- Working with customers 62%
- How language models work 57%
- Statistics and experimental design 52%
- Evals and benchmarks 44%
taught here course coming not taught
The numbers
- Recorded postings at 16 labs
- 61
- Median base pay middle half $308k to $371k, 36 U.S. bands
- $324k
- No degree requirement stated 3% require a PhD outright
- 70%
- Years asked, median of the 41 that state a minimum
- 5
The recorded snapshot
Postings from 16 labs
In the labs' own words
In the labs' own words
“Background in offline incrementality methods, uplift modeling, CUPED/causal inference, or counterfactual evaluation”
“You have experience in Fine Tuning LLMs, tackling advanced RAG or agentic use cases”
“Expertise in experimental design, causal inference, statistical modeling, and A/B testing, particularly in high-scale technical environments”
Your way in
Three doors to this role
- Door 1
Finishing a degree

10% mention publications
The way in is a program: 32 recorded in the snapshot
- Door 2
A software engineer

70% have no degree requirement stated
What to add
- Door 3
A PhD

7% ask for distributed training
Engineering at scale
Asked often
The short answers
How much does a machine learning engineer at a frontier lab make?
The median U.S. base salary across 36 recorded machine learning engineer postings that publish a band is $324k; the middle half runs from $308k to $371k. Equity and bonus are not included.
Do you need a PhD to be a machine learning engineer?
70% of the 61 recorded postings do not state a degree requirement, 23% mention a PhD or master's, and 3% require a PhD outright.
What skills do machine learning engineer postings ask for?
Most often: python (87%), inference and serving (67%), working with customers (62%), how language models work (57%), statistics and experimental design (52%).
Which labs posted machine learning engineer roles in this recorded board?
Recorded board: OpenAI (22), Mistral AI (8), Anthropic (5), Lovable (5), Meta (Superintelligence Labs and FAIR) (5), Together AI (3), and 10 more.
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The board
Recorded postings, newest first
The newest 40 of 61. Each title opens the lab's own posting. By family: machine learning engineers · applied ai and forward-deployed · fellowships, residencies and internships · ml systems and infrastructure
- ML engineer - API Platform ↗
Physical Intelligence · Machine learning engineers · No degree stated
- ML Engineer - API Platform ↗
Physical Intelligence · Machine learning engineers · No degree stated
- Data Scientist ↗
Graphite · Machine learning engineers · Bachelor's degree
- Founding ML Engineer (Spectrum) ↗
JetBrains (Junie, Mellum) · Machine learning engineers · No degree stated
- Data Scientist ↗
Lovable · Machine learning engineers · No degree stated
- Data Scientist, Agent ↗
Lovable · Machine learning engineers · No degree stated
- Data Scientist, Growth ↗
Lovable · Machine learning engineers · No degree stated
- Data Scientist, Pricing ↗
Lovable · Machine learning engineers · No degree stated
- Data Scientist, Product ↗
Lovable · Machine learning engineers · No degree stated
- Machine Learning Engineer ↗
Relace · Machine learning engineers · No degree stated
- Data Scientist, Product ↗
Replit · Machine learning engineers · Bachelor's or equivalent · $210k to $350k base
- Data Scientist, Trust & Safety ↗
Replit · Machine learning engineers · No degree stated · $210k to $310k base
- Data Scientist, GTM ↗
Anthropic · Machine learning engineers · No degree stated · $285k to $380k base
- Data Scientist, Policy ↗
Anthropic · Machine learning engineers · No degree stated · $285k to $380k base
- Data Scientist, Product ↗
Anthropic · Machine learning engineers · No degree stated · $285k to $380k base
- Data Scientist, Safeguards ↗
Anthropic · Machine learning engineers · No degree stated · $285k to $380k base
- Lead Data Scientist, Platform Product ↗
Anthropic · Machine learning engineers · No degree stated · $285k to $380k base
- Staff Data Scientist, Monetization ↗
Character.AI · Machine learning engineers · No degree stated · $250k to $300k base
- Lead Data Scientist ↗
Cohere · Machine learning engineers · No degree stated · $190k to $325k base
- Senior Data Scientist, GeminiApp, DeepMind ↗
Google DeepMind · Machine learning engineers · No degree stated
- Data Scientist, Meta Superintelligence Labs (Safety) ↗
Meta (Superintelligence Labs and FAIR) · Machine learning engineers · PhD required
- Software Engineer, Machine Learning ↗
Meta (Superintelligence Labs and FAIR) · Machine learning engineers · No degree stated
- Software Engineer, Machine Learning RecSys ↗
Meta (Superintelligence Labs and FAIR) · Machine learning engineers · PhD required
- Software Engineer, Machine Learning RecSys ↗
Meta (Superintelligence Labs and FAIR) · Machine learning engineers · Master's or PhD required
- Software Engineer, Systems ML Engineering ↗
Meta (Superintelligence Labs and FAIR) · Machine learning engineers · No degree stated
- Applied AI, Forward Deployed Machine Learning Engineer ↗
Mistral AI · Applied AI and forward-deployed · Master's or PhD required
- Applied AI, Forward Deployed Machine Learning Engineer ↗
Mistral AI · Applied AI and forward-deployed · No degree stated
- Applied AI, Forward Deployed Machine Learning Engineer ↗
Mistral AI · Applied AI and forward-deployed · Master's or PhD required
- Applied AI, Forward Deployed Machine Learning Engineer - (Internship) ↗
Mistral AI · Fellowships, residencies and internships · No degree stated
- Applied AI, Forward Deployed Machine Learning Engineer - EMEA ↗
Mistral AI · Applied AI and forward-deployed · No degree stated
- Applied AI, Machine Learning Engineer, South Korea ↗
Mistral AI · Applied AI and forward-deployed · Master's or PhD required
- Data Scientist ↗
Mistral AI · Machine learning engineers · No degree stated
- Lead Applied AI, Machine Learning Engineer, South Korea ↗
Mistral AI · Applied AI and forward-deployed · Master's or PhD required
- Data Scientist, Ads Demand ↗
OpenAI · Machine learning engineers · No degree stated · $293k to $515k base
- Data Scientist, B2B Demand Generation, Growth & Measurement ↗
OpenAI · Machine learning engineers · No degree stated · $293k to $385k base
- Data Scientist, B2B Strategy & Intelligence ↗
OpenAI · Machine learning engineers · Master's, PhD or equivalent · $347k to $510k base
- Data Scientist, Business ↗
OpenAI · Machine learning engineers · No degree stated · $345k to $440k base
- Data Scientist, Codex ↗
OpenAI · Machine learning engineers · No degree stated · $230k to $385k base
- Data Scientist, Core Experimentation ↗
OpenAI · Machine learning engineers · No degree stated · $347k to $385k base
- Data Scientist, Cybersecurity ↗
OpenAI · Machine learning engineers · No degree stated · $263k to $515k base
