The study roadmap
One guide at a time, in the right order.
21 tracks, ordered so every guide you open rests on ones you've already read. Start at Foundations and work down — each node links to its track in the library.
FoundationsLanguage & LLMsVisionGenerativeMultimodal & AudioRL, World & Agents
Start hereFoundations & Training Mechanics0 / 14Reinforcement Learning0 / 10Sequence Models & Pre-Transformer NLP0 / 10CNN Backbones0 / 13Graph Neural Networks0 / 3Interpretability & Robustness0 / 2The Transformer Family0 / 9Self-Supervised & Representation Learning0 / 13Generative — GANs0 / 11Generative — VAE & Autoregressive0 / 5Encoder / Decoder Language Models0 / 10GPT Line & Frontier LLMs0 / 20Vision Transformers0 / 5Generative — Diffusion & Flow0 / 15Alignment, Instruction & Reasoning0 / 19Scaling, Efficiency & Systems0 / 17Multimodal & Vision-Language0 / 14Object Detection & Segmentation0 / 16World Models & Agents0 / 10Speech & Audio0 / 53D & Neural Rendering0 / 4010203040506