📐 Mathematics for AI — Foundation Course

This article explains the essential mathematical concepts powering modern AI and Large Language Models (LLMs). Understanding these concepts is crucial for grasping how AI systems think, learn, and generate responses. The guide covers the math behind text encoding, prediction, and model improvement. It provides a high-level overview of the text flow through a Large Language Model, highlighting key math concepts at each step. Engineers should take the time to understand these mathematical foundations to move beyond using AI as a black box.