AI for Dummies

Dive into the core concepts of artificial intelligence, from foundational math to cutting-edge models. Whether you're curious about how machines learn or the power behind language models, this course breaks down complex topics into simple, engaging steps designed to build your knowledge one concept at a time.

AI is evolving at a rapid pace, so some of the material on this site may become outdated over time. While I don't plan to update it regularly, many of the fundamental concepts and techniques covered here remain relevant and enduring.

Chapter 1: Introduction to AI

Discover what AI really is and how it's already part of your daily life.

Chapter 2: Fundamentals of AI Math

Discover the math concepts that make AI systems smart and powerful.

Chapter 3: Machine Learning 101

Learn the basics of machine learning and its applications.

Chapter 4: Deep Learning

Discover how stacking simple perceptrons creates the powerful AI behind modern applications.

Chapter 5: Natural Language Processing

Discover how AI systems understand and generate human language, from word embeddings to ChatGPT.

Chapter 6: Computer Vision

Explore how AI systems learn to see, understand, and create visual content.

Chapter 7: How Modern AI Assistants Work

Discover the practical technologies that make ChatGPT and similar AI assistants truly useful.

Chapter 8: Reinforcement Learning

Explore how AI systems learn through trial and error, powering game-playing champions.

Chapter 9: Understanding AI Behavior

Learn how to interpret and audit responsible behavior in AI systems that often function as black boxes.