teaching artificial intelligence to medical students€¦ · understand the basic theory of machine...
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Teaching Artificial Intelligenceto Medical Students
Yun LiuSchool of Basic Medical Sciences
Fudan University, China
Dec. 2nd, 2019
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Teaching AI to medical students – from the true experience
Why we taught AI in themedical school?
Outline
Embracing AI with an open mind
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Why we taught AI in the medical school?01
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AI: the fourth industrial revolution
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How AI will transform healthcare
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AI is also transforming the biomedical research
IDx-DR
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1. Computing Power
Three factors for AI
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Omics data
Medical images, EHR…
1. Computing Power
Three factors for AI
2. Big data
Portable medical devices
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1. Computing Power
Three factors for AI
2. Big data
3. Algorithms and Architecture
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Omics data Medical images EHR
AI for precision medicine
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Minh Doan, et al., Nature Materials, 2019
AI for precision medicine
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Teaching AI to medical students – from the true experience02
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Course Objects
Medical images, omicsdata, EHR, etc.
Basic theory of machine learning
Precision Medicine
We want the students with biological or medical background canunderstand the basic theory of machine learning, and learn how touse the tools to address their own problems in the medical fields.
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Supervised analysisUnsupervised analysis……Linear regressionDeep learningNLP
ML Theory
Medical Environment
Medical Images
Omics data
EHR
Course Objects
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Teaching Materials
First week: basic theory of artificial intelligence and machine learning:- linear algebra, probability theory, python, fastai- regression, SVM, survival analysis, random forest, deep learning, CNN
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Invited experts to discuss the latest development in their fields
Teaching Materials
Second week: medical image classification, segmentation, EHR,feature selection in omics data, etc.
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Human results
④ Prediction results
Model Training
③ Test dataset
① Training dataset
② Deep Learning
VS100%
Teaching Materials - Experiments
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Optimized Teaching Materials for Medical Students
• Central cloud deployment (through collaboration with Huawei Cloud)
• Experimental protocols with detailed codes and annotations
Python: Jupyter Notebook
Language for deep learning: Fastai
• Teaching materials relatively easy for medical students with little coding backgrounds
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Jupyter Notebook:
Optimized Teaching Materials for Medical Students
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MNIST dataset using Fastai
KerasPyTorch
Fastai
Codes for resnet50
Optimized Teaching Materials for Medical Students
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Additional materials for advanced students
Additional online resources
Optimized Teaching Materials for Medical Students
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The Final Project
• Choose own questions (medical or research problems).• Encourage collaborations with people from different backgrounds.
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The Final Project
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The Final Project
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The Final Project
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The Final Project
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Media Reports
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Media Reports
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National Media Reports
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Embracing AI with an open mind03
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A famous test
Whichquestion is
easy toanswer?
VS.
Who is this? Is this Obama?
Same for AI in healthcare
After machineanalyze the bigdata, then give
the doctor adiagnosis
suggestion.
Improve diagnostic efficiency
Embracing AI with an open mind
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Acknowledgements
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Thanks!
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