Paths
Learning paths for every goal
Each path is an ordered route through real courses in the curriculum. Pick the role you're aiming for and follow it end to end, every step links to lessons you can start today.
AI Engineer
Levels 2–5
Build production AI applications with LLMs, RAG, agents, tool use and evaluation.
4 courses · 4 outcomes
ML Engineer
Levels 3–5
Train, evaluate, deploy and monitor machine-learning and deep-learning models.
4 courses · 4 outcomes
LLM Engineer
Levels 3–6
Specialize in LLM inference, fine-tuning, serving, quantization and optimization.
4 courses · 4 outcomes
Forward Deployed Engineer
Levels 3–5
Embed with customers to design, build and ship AI systems end-to-end in the field.
4 courses · 3 outcomes
AI Researcher
Levels 5–6
Read, reproduce and extend research toward novel, defensible contributions.
4 courses · 3 outcomes · 1 planned
AI Product Manager
Levels 2–4
Scope, evaluate and ship AI products responsibly and effectively.
3 courses · 3 outcomes
AI Automation Engineer
Levels 2–4
Design AI workflows, orchestration and intelligent automation across systems.
3 courses · 3 outcomes
AI Security Engineer
Levels 3–6
Secure AI systems against injection, data leakage, misuse and excessive agency.
4 courses · 3 outcomes
Robotics AI Engineer
Levels 4–6
Apply AI to perception, planning and control for machines in the physical world.
2 courses · 2 outcomes · 3 planned
Computer Vision Engineer
Levels 3–5
Build vision systems from classification to detection and multimodal understanding.
4 courses · 2 outcomes
Generative AI Engineer
Levels 3–5
Create with text, image, audio and video generative models.
3 courses · 3 outcomes
AI Infrastructure Engineer
Levels 4–6
Operate the GPUs, serving stacks and pipelines that run AI at scale.
4 courses · 3 outcomes
Applied AI Specialist
Levels 3–5
Apply AI to verticals: finance, web3/crypto, web scraping and automation.
3 courses · 2 outcomes
Read the research behind the field
Landmark papers explained in plain language, with a from-paper-to-code walkthrough for the classics.
Personalized recommendations are coming soon
Once you start learning, the platform will recommend what to study next based on mastery signals, not just pages you have clicked through.