Learning Paths

Guided, ordered routes through AI & ML — so you always know what to learn next, from fundamentals through to advanced topics, without guessing the sequence.

LLM Foundations
A guided route from raw text to a working mental model of how large language models are trained and used.
Start path
Deep Learning Basics
The core mechanics every practitioner should own — from a single neuron to training a network that generalizes.
Start path
From NLP to Transformers
Trace the path that led from bag-of-words to attention, so the transformer feels like an answer, not a mystery.
Start path