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AI TECHNICALCORE AI

ST1398 · Version 1.0

Machine learning engineer

Start with the work someone needs to become competent in and the capability they need to develop.

Designs, builds, deploys and validates machine-learning and artificial-intelligence solutions using data from multiple sources.

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An updated version of this standard is scheduled to take effect on 11 December 2026. Current-version information remains primary until that effective date.

Overview

What this apprenticeship develops

Designs, builds, deploys and validates machine-learning and artificial-intelligence solutions using data from multiple sources. It is designed around the occupation in the official standard, not simply access to AI tools.

AI TECHNICAL: People building, integrating or maintaining AI and data solutions.

Role fit

Who it is designed for

  • Technical employees building or operating ML systems
  • Software or data professionals progressing into ML engineering

Where AI genuinely fits

CORE AI: AI is explicit and central to the occupation described by the standard.

  • Machine learning engineering
  • AI solution development
  • Model deployment and validation
  • Technical AI operations

Learning

What someone will learn and apply

Outcomes

Roles and business value

Recognition

Qualification and professional recognition

Practicalities

Entry and delivery considerations

Funding

Funding and eligibility

£22,000

Maximum funding band

The funding band is the maximum government funding available for eligible training and assessment. The actual funding route and employer contribution depend on the learner, role, employer circumstances and rules in force at the start date.

  • Funding and learner eligibility depend on the rules in force on the apprentice's start date.
  • The apprentice must have an eligible job in England that allows them to develop and demonstrate the standard's occupational competence.
  • Prior learning, residency, employment status, age and employer circumstances can affect eligibility or the amount funded.
Understand apprenticeship funding

Decision check

When another route may fit better

Programme selection

What to investigate in a provider programme

Independent guidance

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Delivery can vary by structure, duration, qualifications, technology access and learner support. We maintain verified provider intelligence privately and use it only to support a needs-led review.

Verified options available for review

Evidence

Sources and verification

Last verified
23 September 2026
Official last reviewed
Not published

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A clearer next step

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