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— AI career paths —

How to become
a Machine Learning Engineer.

Trains, tunes and deploys machine learning models, and owns the pipelines that keep them reliable in production. More depth in modelling and infrastructure than the AI Engineer role.

Typical UK pay
£55k–£90k
Accreditation fit
Associate
— 01 · Routes in —

The steps that lead here.

The roles people usually hold before this one, and the skills each move needs. Every skill is tagged with its IoAI competency framework domain.

From Software Developer

A deeper technical step than AI engineering: you take on the modelling itself, and the infrastructure that trains and serves it.

  • Machine learning fundamentalsFoundations of AI
  • Model training and fine-tuningApplied AI engineering
  • ML pipelines and MLOps toolingApplied AI engineering
  • Statistics and experiment designFoundations of AI
  • Documenting model limitationsResponsible and ethical AI
— 03 · Recognition —

The level that fits this stage is Associate.

Associate accreditation recognises exactly the competencies a Machine Learning Engineer needs: an evidence-based assessment against the five domains, reviewed by the IoAI, renewed annually.

Apply for Associate accreditation
— Your next step —

Serious about becoming a Machine Learning Engineer?
Get recognised for it.

An evidence-based credential from the UK's professional body for AI carries further than another line on a CV. Apply when you are ready, or find your level first.