The Course
13 modules · 34 lessons · Everything from bytes to production AI, explained visually.
Module 0
Introduction
What AI Engineering is and why it matters
Module 1
Computers Understand Numbers
Binary, bytes, and how text becomes numbers
Module 2
Tokenization
How language models read text
Module 3
Autoencoders
How machines learn compact representations
Module 4
Embeddings
Turning meaning into geometry
Module 5
Large Language Models
Attention, sampling, and next-token prediction
Module 6
The Playground
Build an OpenAI-style playground
Module 7
Retrieval-Augmented Generation
Giving models knowledge they were never trained on
Module 8
Agents
Models that plan, use tools, and act
Module 9
Model Context Protocol
A universal port for connecting AI to tools
Module 10
Vector Databases
Searching by meaning at scale
Module 11
Fine-Tuning
Adapting models with LoRA and friends
Module 12
Production AI
Shipping AI systems that survive real users