12 roadmaps
Career roadmaps
A skills map for each role, not a bare list of courses, with each skill graded essential, useful, or optional and linked to the free course that actually teaches it.
AI-literate professional
Anyone who uses AI at work without building it
The map for understanding AI well enough to plan, prompt and question it credibly.
4 skills mapped
ML engineer
Deploys and maintains machine learning models in production
From Python fundamentals to a model running reliably in production.
4 skills mapped
AI engineer (LLM apps)
Builds applications on top of large language models
The fastest route from writing code to shipping an LLM-powered product.
4 skills mapped
Data scientist
Turns data into decisions using statistics and ML
From spreadsheets to statistically sound machine learning.
4 skills mapped
Deep learning engineer
Specialises in neural network architectures and training
From ML foundations to building and training your own architectures.
4 skills mapped
MLOps engineer
Builds the infrastructure that keeps models running in production
Machine learning foundations plus the operational skills to run it reliably.
4 skills mapped
Computer vision engineer
Builds systems that understand images and video
Deep learning foundations specialised toward vision problems.
4 skills mapped
NLP engineer
Builds systems that understand and generate language
From tokens to transformers to a working NLP system.
4 skills mapped
AI product manager
Scopes and ships AI-powered product features
Enough technical grounding to plan AI features credibly, without needing to code them.
4 skills mapped
AI automation specialist
Automates everyday workflows using AI tools
From basic AI literacy to reliably automating real tasks.
4 skills mapped
AI ethics and policy
Works on the governance and societal impact of AI systems
A grounding in how AI works, then a focus on its risks and governance.
4 skills mapped
Robotics and reinforcement learning
Builds agents that learn by interacting with an environment
From ML foundations to the specific maths and practice of reinforcement learning.
4 skills mapped
Ready to pick a course?
Every course on the roadmaps has an honest review: who it suits, who should skip it, and the catch.