Coordinator
Dr. A. de Luca (Alberto)
Contact
Dr. A. de Luca (Alberto) (m.maspero@Umcutrecht.nl)
Faculty
Dr Matteo Maspero
Date
Mondays from mid November 2024 – end January 2025; for the schedule please check the website of the Master’s programme Medical Imaging.
Register by sending an e-mail to r.allebrandi@umcutrecht.nl. Please note: this course will be taught partly online in Teams and partly onsite. To access the Teams account you need a solis id. If you do not yet have one, apply for one on time.
Location
University Medical Center Utrecht
Course Content
Topics on deep learning for medical image analysis will be introduced:
- Machine Learning fundamentals
- Deep Learning
- Convolutional Neural Network
- Network Architectures
- Medical Image Analysis applications
During practical sessions students will improve their understanding of the above topics. Additionally there will be a homework group assignment to be handed in at the end of the course.
Upon completion of the course the participant:
- will be familiar with the concepts of machine learning and deep learning
- will be familiar with the latest developments and clinical applications of these techniques
- has a basic understanding of neural networks for medical image analysis
Credit
You will be awarded 2.5 EC for the group assignment and presentation.
Literature
Deep Learning with PyTorch” door Eli Stevens, Luca Antiga, Thomas Viehmann ISBN: 9781617295263