Pirate Slides

Artificial Intelligence

From the math underneath to the models on top, and the protocols that wire them into real software.

4 sub-topics · 1 deck available · 3 coming soon

Math for AI

The linear algebra, calculus and probability that every model quietly depends on.

Coming soon

Linear Algebra Essentials

Vectors, matrices and dot products: the language models think in.

Neural Networks

How networks actually learn: neurons, layers, loss and backpropagation.

Coming soon

From Perceptron to Backprop

Build a network neuron by neuron and watch gradients flow backwards.

Large Language Models

Tokens, attention and transformers: what happens between your prompt and the reply.

Coming soon

How Transformers Work

Tokenization, embeddings and self-attention, explained step by step.

AI Agents & Tooling

Giving models hands: tools, protocols and patterns for agents that act in the world.