Deep Learning for Biomedical Imaging
Medical image analysis with deep learning: image processing, neural networks, segmentation, transformers, generative AI, and clinical applications.
Courses
A practical introduction to the ideas and tools shaping medical imaging.
Course contents
Work through the lecture sequence, explore the linked slides and tutorials, and connect the methods to medical imaging problems.
The Winter 2025 materials remain available for study. Visit the course catalog for current availability.
Course catalog- Lectures 1 & 2
Introduction to Medical Imaging & Analysis
- Lectures 3 & 4
Image Processing Techniques
- Lecture 5
Artificial Neural Networks
- Lecture 6
Modern CNNs and Recurrent Neural Networks (RNNs)
- Lecture 7
Object Detection and Image Segmentation with DL
- Lecture 8
Transformers / ViT
Course materials
Lecture slides, tutorials, guest sessions, and an accompanying reading list.