i delivered this six-part lecture series to the Mayo Clinic Radiation Oncology Department to help clinicians understand core AI concepts from first principles. The lectures start from linear regression and artificial neurons, and gradually progress to large language models and prompt engineering.

Watch the Lectures

lecture 1: What is Deep Learning?

lecture 2: From Single Neurons to Neural Networks

lecture 3: AI for Imaging

lecture 4: Practical AI for Imaging

lecture 5: How Does ChatGPT Work?

lecture 6: Prompting ChatGPT

Guide

lectures 1 & 2: Deep Learning from the Ground Up — from linear regression and gradient descent to neural networks, overfitting, and generalization.

lectures 3 & 4: Medical Imaging & Convolutional Networks — how deep learning processes images and powers medical AI.

lectures 5 & 6: Large Language Models & Prompting — how ChatGPT works and how to use techniques like retrieval-augmented generation (RAG).