Learning paths
Not sure where to start? Pick a goal. Each path is a hand-picked sequence across tracks, ordered so every problem builds on the last.
LLM Application Engineer
Ship reliable LLM features: prompts, structured output, RAG and agents.
0/21Start
How LLMs Work
Build a transformer's pieces from scratch, from softmax to FlashAttention.
0/19Start
ML Engineer Foundations
The classic ML toolkit, implemented and evaluated properly.
0/19Start
Deep Learning from Scratch
Backprop, optimisers and layers, with no framework doing it for you.
0/16Start
Data Analyst Interview Prep
The SQL, pandas and statistics questions analysts actually get asked.
0/22Start
Coding Interview Essentials
The patterns behind most technical interview questions.
0/20Start