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Software & AI · Infrastructure & security

Machine Learning Platform Engineer: salary vs freelance rates

Create shared infrastructure that helps teams develop, deploy, and evaluate models consistently. Connect reproducibility, access, resource controls, and user experience while preserving clear ownership of models and operational decisions.

U.S. employee wage reference

$135,980 / year

Software Developers · May 2025 national median

Illustrative freelance rate

$142.49 / hour

To replace this wage plus $15K benefits, with 1,200 billable hours/year, $20K business costs, and no percentage fees. Before personal taxes.

The wage is for the named occupation; the hourly rate is a planning calculation, not a surveyed freelance price for this specialty. Adjust the assumptions below.

Calculate my freelance rate →

Working in this sector

Use local prototypes, mock tools, public or synthetic data, and licensed research materials for practice; real data access, consequential automation, security testing, and deployment decisions require authorization and appropriate review.

Skills that make the work valuable

  • Model workflow infrastructure
  • Experiment artifact management
  • ML access controls
  • Platform resource governance

Build proof, not just a list

Build a local model-workflow template with versioned inputs, reproducible runs, and evaluation artifacts. Ask another developer to use it and document adoption friction and unsupported cases.

How to price this work as a freelancer

Scope supported workflows, integrations, artifact standards, resource budgets, documentation, and maintenance ownership before estimating platform work. Agree the inputs, deliverable, review rounds, and acceptance criteria before quoting. Include preparation, specialist review, equipment or licensing costs, and handover time where relevant. Price ongoing support separately from the initial engagement.

Start with the income you need to replace

Required hourly rate = (target salary + benefits budget + annual business expenses) ÷ (annual billable hours × share of revenue retained after fees).

For illustration, $100/hour × 25 billable hours/week × 48 working weeks = $120,000 revenue. After $20,000 in business expenses, that leaves $100,000 profit before personal taxes. Replacing a $100,000 salary plus $15,000 in benefits under those assumptions takes $112.50/hour, with no percentage fees.

These are editable planning assumptions, not rates surveyed for machine learning platform engineer work. Your personal taxes, location, contract terms, and workload still affect the comparison.

Employee or freelancer?

Working as an employee

Employment can provide product context, code review, authorized datasets, shared infrastructure, and teams responsible for evaluating and operating software over time. Compare the actual role scope, supervision, benefits, working hours, and access to tools with the cited occupation reference.

Running a freelance business

Independent work can focus on bounded prototypes, integrations, evaluations, tooling, or research support when permissions, acceptance criteria, resource costs, and post-delivery ownership are explicit. For this specialty: Scope supported workflows, integrations, artifact standards, resource budgets, documentation, and maintenance ownership before estimating platform work.

Where this career could take you

  1. 01Relevant education and supervised practice
  2. 02Machine Learning Platform Engineer
  3. 03Software & AI practice lead or independent specialist

An example path, with room for lateral moves or specialization. Progression depends on opportunities and demonstrated work; these steps do not imply a timetable or salary increase.

Try one small next step

Package a small public model experiment so another person can rerun it and inspect its inputs.