Data & AI
Machine Learning Engineer
Takes machine learning models from prototype to reliable, scalable production systems.
TechnicalHigh GrowthStem
Data & AIFeatured
AI Engineer
Builds applications and systems powered by AI models, integrating them into products people actually use.
Also known as: Applied AI Engineer, GenAI Engineer
Compare with another careerWhat you do
Integrates pre-trained or custom AI models, such as language or vision models, into software products, and designs the prompts, retrieval systems, and application logic around them. Focuses more on application-layer engineering than on training models from scratch, though may fine-tune existing models for specific tasks, and works with APIs, safeguards, and evaluation tools to keep AI features reliable.
Typical work environment
Desk-based software development work, usually in a product engineering team, collaborating with product managers and designers as well as ML specialists.
Typical entry point
Software engineer role focused on AI features, or a junior AI engineer role in a product team
Relevant subjects
Core
Computer Science
Also relevant
Mathematics
Relevant interests
Core
AI / DataProgramming
Also relevant
ComputersEntrepreneurship
Useful skills
Programming· AdvancedPython· AdvancedProblem solving· AdvancedCreativity· IntermediateCommunication· Intermediate
These are useful, relevant skills to build over time — not a checklist you need to already have.
Common education routes
Bachelor's degree—Computer Science EngineeringPrimary route
Bachelor's degree—Software EngineeringPrimary route
Bachelor's degree—Artificial Intelligence & Machine LearningCommon route
These are common routes in, not the only path — and not a university or course recommendation.
Career characteristics
Strong salary potentialRemote-work friendlyGood international mobilityEntrepreneurial path availableCreativity-drivenDeep technical specialisation
General tendencies for this career, not a guarantee — actual roles vary by employer and location.
Industries
SoftwareAIData
Tags
STEMTechnicalCreativeHigh-growth
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