SYSTEM ARCHITECTURE: ONLINE
Learn AI from intuition
to clean implementation.
A structured progressive path from fundamental mathematics to autonomous agents.
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