Research & Advanced AI

Understand Cutting-Edge AI — No PhD Required

A friendly, visual tour of how modern AI research works and the big ideas behind it — reading papers, transformers, LLMs, generative models, reinforcement learning, safety, interpretability, and running your own experiments. Advanced topics made genuinely simple to understand.

Intermediate18 modules12-16 weeksCurious learners and developers exploring modern AI research

Curriculum Modules

18 modules covering everything from fundamentals to advanced topics.

Capstone Project

Put everything together in a comprehensive final project that demonstrates your mastery. Includes real-world problem solving, documentation, and portfolio-ready deliverables.

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Research & Advanced AI

Curriculum Modules

Module 1: What Is AI Research?

Module 2: How to Read a Research Paper

Module 3: Finding & Mapping the Literature

Module 4: Reproducing a Paper — From Math to Code

Module 5: Designing Good Experiments

Module 6: Transformers & Attention, Explained Simply

Module 7: Large Language & Foundation Models

Module 8: Generative Models — GANs, VAEs & Diffusion

Module 9: Reinforcement Learning

Module 10: RLHF — Aligning Models with Human Feedback

Module 11: Graph Neural Networks

Module 12: Multimodal AI

Module 13: Scaling Laws & Emergent Abilities

Module 14: AI Safety & Alignment

Module 15: Interpretability — Looking Inside Models

Module 16: Evaluating Models & Benchmarks

Module 17: Your Research Project (Capstone)

Module 18: Your Roadmap & Next Steps

Capstone Project