ML Engineer jobs in 2026 — required skills, demand trends, and top hiring cities

As of 2026-11-06, Skillenai has indexed 1,512 job postings with the title “ML Engineer” over the past 90 days. The skill mentioned most often is Python.

Last updated · 90d ending 2026-11-06

Postings · last 90 days
1,512
Most-required skill
Top hiring metro
San Francisco

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Frequently asked questions about ML Engineer jobs

+How many ML Engineer jobs are being posted in 2026?

Skillenai has indexed 1,512 job postings with the title “ML Engineer” over the 90 days ending 2026-11-06.

+What skills do ML Engineer jobs require?

Across ML Engineer postings indexed by Skillenai over the 90 days ending 2026-11-06, the skills mentioned most often are Python, Machine Learning, PyTorch, TensorFlow, MLOps.

+Which cities are hiring the most ML Engineer?

As of 2026-11-06, ML Engineer postings indexed by Skillenai are concentrated in San Francisco, New York City, London, Mountain View, Bengaluru.

+Is ML Engineer a good career path right now?

Skillenai indexes 1,512 ML Engineer postings over the 90 days ending 2026-11-06. The skill mentioned most often in ML Engineer postings is Python, so building it gives the strongest signal that an applicant matches the role.

+How can I track new ML Engineer job postings as they’re indexed?

Skillenai sends a daily email digest of new ML Engineer postings indexed across the open web. Subscribe from your account dashboard after creating a free Skillenai account.

+What roles do people move into and out of ML Engineer?

The career-flow chart shows roles before and after observed employer changes across all locations. Counts are moves, not distinct people or promotion probabilities. Same-role moves to another employer are included. The incoming and outgoing sides are separate groups of observations, not a matched three-stage journey.

Weekly indexed ML Engineer postings — last 90 days

Salary distribution

Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized

Career paths through ML Engineer

Different-role employer moves. Each side is scaled independently.

Historical career profiles · all locations

1,024 employer moves kept the same role.

Roles before ML Engineer

Before ML EngineerSoftware Engineer → ML Engineer: 1,438 observed employer movesData Scientist → ML Engineer: 811 observed employer movesData Analyst → ML Engineer: 281 observed employer movesResearch Assistant → ML Engineer: 212 observed employer movesTeaching Assistant → ML Engineer: 156 observed employer movesData Engineer → ML Engineer: 118 observed employer movesProduct Manager → ML Engineer: 71 observed employer movesML EngineerSoftware Engineer: 1,438 movesSoftware Engineer1,438 movesData Scientist: 811 movesData Scientist811 movesData Analyst: 281 movesData Analyst281 movesResearch Assistant: 212 movesResearch Assistant212 movesTeaching Assistant: 156 movesTeaching Assistant156 movesData Engineer: 118 movesData Engineer118 movesProduct Manager: 71 movesProduct Manager71 moves

Roles after ML Engineer

After ML EngineerML Engineer → Software Engineer: 1,428 observed employer movesML Engineer → Data Scientist: 710 observed employer movesML Engineer → Data Analyst: 263 observed employer movesML Engineer → Research Assistant: 110 observed employer movesML Engineer → Data Engineer: 109 observed employer movesML Engineer → Teaching Assistant: 90 observed employer movesML Engineer → Product Manager: 87 observed employer movesML EngineerSoftware Engineer: 1,428 movesSoftware Engineer1,428 movesData Scientist: 710 movesData Scientist710 movesData Analyst: 263 movesData Analyst263 movesResearch Assistant: 110 movesResearch Assistant110 movesData Engineer: 109 movesData Engineer109 movesTeaching Assistant: 90 movesTeaching Assistant90 movesProduct Manager: 87 movesProduct Manager87 moves
How to read this chart · view counts

Each side is an independent set of observed employer moves, not the same people followed through three stages. Ribbon widths compare move counts within that side. Internal moves are not included.

Same role means a change of employer while keeping the same role. Counts are moves, not distinct people, promotions, or your chances of making a particular move.

Source: Skillenai talent graph, historical career profiles. Historical descriptions and coverage can change. Only the leading published connections are shown.

Observed connections and move counts
ConnectionMoves
Before: Software Engineer1,438
Before: ML Engineer (different employer)1,024
Before: Data Scientist811
Before: Data Analyst281
Before: Research Assistant212
Before: Teaching Assistant156
Before: Data Engineer118
Before: Product Manager71
After: Software Engineer1,428
After: ML Engineer (different employer)1,024
After: Data Scientist710
After: Data Analyst263
After: Research Assistant110
After: Data Engineer109
After: Teaching Assistant90
After: Product Manager87

Skills most often required for ML Engineer

NamePostingsShare
Python87958.1%
Machine Learning64542.7%
PyTorch53735.5%
TensorFlow30520.2%
MLOps27218.0%
CI/CD23915.8%
deep learning20813.8%
AWS20413.5%
Kubernetes20013.2%
SQL16110.6%
Docker15810.4%
scikit-learn1479.7%
fine-tuning1439.5%
Computer Vision1358.9%
model evaluation1288.5%

Top companies posting ML Engineer jobs

Employers ranked by indexed job postings in the last 90 days.

Top companies posting ML Engineer jobs
CompanyPostings · 90 days
CLERA37
Waymo24
General Motors22
PwC18
Bosch18
Torcrobotics16
Accenture16
Nebius15
Not provided14
ServiceNow13

Job postings indexed over the past 90 days, grouped by resolved employer. Counts are postings, not hires. Companies without a published page appear without a link.

Top metros hiring ML Engineer

NamePostingsShare
San Francisco835.5%
New York City674.4%
London432.8%
Mountain View362.4%
Bengaluru322.1%
Paris191.3%
Hyderabad181.2%
Seattle171.1%
Amsterdam161.1%

Explore related pages

How this was computed

Weekly job-count charts omit the incomplete current week (weeks start Monday, UTC). Totals include all postings in the stated window. Counts derive from the Skillenai jobs index over the 90 days ending 2026-11-06, matching postings whose canonical role is “ML Engineer”. Pages refresh weekly (or daily for the top-50 most-posted roles). An adjusted trend is not shown because comparable posting coverage is insufficient.

role
ML Engineer
source
Skillenai jobs index, deduplicated daily
data_as_of
2026-11-06
window_days
90
Compiled by Jared Rand · Data sourced from the Skillenai labor market index