Dr. Hira Benish | Mathematics Behind AI

Welcome to Dr. Hira Benish | Mathematics Behind AI — a channel exploring mathematics for Artificial Intelligence, Machine Learning, Data Science and Python.
I explain the mathematical ideas behind AI through intuitive explanations, visual reasoning, practical examples and Python demonstrations.
Explore Mathematics Behind AI, Linear Algebra for Machine Learning, Discrete Mathematics for AI, mathematical reasoning, graph theory, Data Science and the logic behind intelligent systems.
I am Dr. Hira Benish, Associate Professor of Mathematics and Co-Founder & Director of PMAI Lab — Python, Mathematics & Artificial Intelligence Lab.
Think Mathematically. Understand AI. Build Intelligently.
PMAI Lab: pmai.online