Close-up over the shoulder of a coder highlighting complex scripts on a monitor in a dimly lit, lived-in home office.

Machine Learning Engineer

Train, deploy and maintain ML models that power recommendations, predictions, NLP and vision.

This UK machine learning engineer career guide covers what the role involves day to day, typical salary at each stage, the usual entry route, the skills employers expect, and related careers worth comparing.

Quick facts

Starting salary
£45,000 - £70,000
Mid-career salary
£80,000 - £130,000
Senior salary
£140,000 - £220,000+
Work environment
Office or remote, deep focus work
Time to entry
3 - 5 Years
Degree required
Usually required (CS, maths, stats or related)
Category
Technology

What a Machine Learning Engineer does

Train, deploy and maintain ML models that power recommendations, predictions, NLP and vision.

  • MLOps Engineer - Get ML models running reliably in production at scale.
  • NLP Engineer - Build systems that understand and generate language.
  • Applied Research Engineer - Take cutting-edge papers and turn them into products.

How to become a Machine Learning Engineer

  1. Look up Machine Learning Engineer roles on LinkedIn or Indeed and read 5 real job ads
  2. Talk to someone already working as a Machine Learning Engineer - even a 15-minute call helps
  3. Find one beginner course or qualification used by people in this role
  4. Build one small piece of evidence you've explored this (project, shadowing, short course)
  5. Apply to one entry-level role or related opportunity within the next month

Key skills

  • Python
  • Maths and stats
  • PyTorch or TensorFlow
  • MLOps
  • Data engineering basics

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