27th ISMRM Annual Meeting • 11-16 May 2019 • Montréal, QC, Canada

Weekend Educational Session
Humans Learning to Do Machine Learning Right

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Humans Learning to Do Machine Learning Right
Weekend Course

ORGANIZERS: Demian Wassermann, Matthias Guenther

 
Saturday, 11 May 2019
  08:00 - 12:00 Moderators:  Demian Wassermann

Skill Level: Basic to Advanced

Session Number: WE-08

Overview
Introduction into the basics and experimental design of machine learning applications.

The class will present a mixed array of tutorials. There will be a focus classical and deep neural networks-based machine learning with applications to a diverse array of MRI applications. Moreover, bleeding-edge technologies and open questions in machine learning will be introduced.

Specific attention to minimum requirements in terms of experimental design and validation to ensure reproducibility of results obtained through machine learning techniques.

Target Audience
People using or planning to use machine learning for solving magnetic resonance in medicine problems.


Educational Objectives
As a result of attending this course, participants should be able to:
- Identify main current trends in machine learning;
- Assess machine learning literature with a more grounded knowledge; and
- Demonstrate basic understanding of experimental design and reporting of machine learning results.

 

 
08:00
 
  (Tentative) Best practices and pitfalls in applying Machine Learning to Magnetic Resonance Imaging
Bertrand Thirion
08:30
 
  (Tentative) Deep Neural Network Applications to Magnetic Resonance in Medicine
Tal Arbel
09:00
 
  Questions
09:10
 
  (Tentative) Applications for Machine Learning in Medical Imaging
Polina Golland
09:40
 
  (Tentative) Experimental Design for Applications of Machine Learning in Magnetic Resonance in Medicine
Jean Baptiste Poline
10:10
 
  Break & Meet the Teachers
10:30
 
  State of the Art and Current Problems in Deep Learning
TBD
11:00
 
  Questions
11:10
 
  Learning Image Reconstruction: AUTOMAP
Bo Zhu
11:30
 
  Machine Learning Applications to Diffusion MRI Microstructure
Marco Palombo
11:50
 
  Questions
12:00
 
  Lunch & Meet the Teachers
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The International Society for Magnetic Resonance in Medicine is accredited by the Accreditation Council for Continuing Medical Education to provide continuing medical education for physicians.