SYSTEM ARCHITECTURE: ONLINE

Learn AI from intuition
to clean implementation.

A structured progressive path from fundamental mathematics to autonomous agents.

Generative AI

1 module
#1Intermediate

Retrieval-Augmented Generation (RAG)

A concise step-by-step guide to Retrieval-Augmented Generation, from the basic idea to retrieval, embeddings, vector databases, and the RAG pipeline.

Initialize module

ML Fundamentals

2 modules
#1Beginner

Gradient Descent

The foundational optimization algorithm used to minimize the error of a machine learning model.

Initialize module
#2Beginner

Linear Regression

A complete step-by-step intuitive and mathematical guide to Linear Regression with visual diagrams and worked examples.

Initialize module

Transformers

3 modules
#1Intermediate

Attention Mechanism

The core innovation behind modern LLMs, allowing models to weigh the importance of different words in a sequence dynamically.

Initialize module
#2Advanced

The Transformer: Attention Is All You Need

From sequence transduction to the architecture that reshaped modern AI.

Initialize module
#3Advanced

Transformers

The parallel-processing architecture powered by self-attention that revolutionized natural language processing, computer vision, and multimodal AI.

Initialize module