VProgram
Advanced AI Research
The frontier, and the discipline to move it.
Admission
Enrol as a Scholar to enter this Program, keep a record of your progress, and pursue the Certificate in Advanced AI Research (Expert tier). Admission requires the AI Foundations and AI Engineering certificates or the equivalent in industry..
Enrol in the Academy- 501Course
Transformers (Research)
The architecture, at research depth.
3 lessons·ExpertThe mathematics - 502Course
Mixture of Experts
Sparsity, worked.
3 lessons·ExpertThe architecture - 503Course
Reasoning Models
The o1 paradigm.
3 lessons·ExpertThe paradigm - 504Course
Inference Scaling and Test-Time Compute
The new scaling axis.
3 lessons·ExpertThe techniques - 505Course
Memory Architectures
Beyond the context window.
3 lessons·ExpertThe approaches - 506Course
Agentic Systems (Research)
The frontier of autonomy.
3 lessons·ExpertThe frontier - 507Course
Synthetic Data
The move from human data to model data.
3 lessons·ExpertThe techniques - 508Course
Self-Improvement
Models that get better on their own.
3 lessons·ExpertThe paradigms - 509Course
World Models
Learning models of environments.
3 lessons·ExpertThe idea - 510Course
AI for Science
The application that may matter most.
3 lessons·ExpertThe domains - 511Course
Robotics and Embodied AI
Intelligence with a body.
3 lessons·ExpertThe field - 512Course
Multimodal Foundation Models
Beyond text.
3 lessons·ExpertThe architectures - 513Course
Evaluation Benchmarks
The instruments of the field.
3 lessons·ExpertBuilding new benchmarks - 514Course
The Research Practice
How this field produces knowledge.
4 lessons·ExpertReadingWriting and reviewing