Browse all tracks
Foundations
The math and classical ML everything else builds on.
Visual Math: Linear Algebra
Vectors, matrices, and transformations, built from visual intuition.
Visual Math: Calculus
Derivatives, integrals, and the chain rule, built from intuition.
Statistics & Probability for AI
The probability and statistics that machine learning runs on.
Classical Machine Learning
Regression, trees, SVMs, and clustering, before the deep-learning era.
Neural Networks & Deep Learning
From intuition to building networks from scratch.
Neural Network Intuition
What a neural network is, visually, from the handwritten-digit problem.
Introduction to Deep Learning
A broad first survey of deep learning and where it is used.
Build Neural Networks from Scratch
Build an autograd engine and a neural net from nothing.
Transformers & LLMs
How modern language and multimodal models actually work.
Transformers and LLMs
Attention, transformers, and how modern AI actually works.
Practical Transformers with Hugging Face
Use transformers in practice with the Hugging Face ecosystem.
Build an LLM from Scratch
Tokenizer to trained model: construct a language model end to end.
Multimodal AI
Models that see, hear, and read: vision-language and beyond.
Production & Agents
Reinforcement learning, agents, ops, and shipping for real.
Reinforcement Learning Foundations
Agents, rewards, and policies: the foundations of reinforcement learning.
Deep Reinforcement Learning
Policy gradients, Q-learning, PPO, and the algorithms behind RLHF.
AI Agents and Tool Use
Give models tools, memory, and loops so they act, not just answer.
LLM Ops and Production
Ship LLM apps: evaluation, deployment, monitoring, and cost.
Building with Claude
Build real applications on the Claude API, step by step.
Specialized & Adjacent
Vision, generative models, safety, and privacy.
Privacy & Local-First AI
Use AI without trading away your data, your clients', or your family's.
Computer Vision
How machines see: convolutions, detection, and modern vision models.
Generative Models & Diffusion
VAEs, GANs, and diffusion: how AI generates images and more.
AI Safety & Alignment
Risks, alignment, and the open problems of building safe AI.
Pain Point Library
One clear answer per recurring question from the AI community.
For Clawless users
Get hands-on with the Clawless product itself.
Getting Started with Clawless
Install, first chat, first agent: your first 'I built something' moment.
Use Case Cookbook
Copy-pasteable recipes for real tasks, runnable in Clawless.
Agent Building 101
Skills, tools, channels, and cron: the Clawless extension layer.