Advanced Deep Learning Methods for Healthcare

Advanced Level

2 weeks at 10 hours a week

Flexible Schedule

Jimeng Sun

Skills You’ll Gain

Image Analysis Generative AI Network Analysis Artificial Neural Networks Predictive Modeling Health Informatics Deep Learning Data Synthesis Computer Vision Artificial Intelligence and Machine Learning (AI/ML) Natural language processing Machine Learning Methods Graph Theory Machine Learning Software Python Programming Applied Machine Learning

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Develop Your Specialized Knowledge

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There are 4 modules in this course

Attention Models are useful to detect specific features in a data source. We'll explain how it can be applied to the risk of heart failure.

In this week we'll explain the fundamentals of Graph Neural Networks.

We'll explain the principles behind Memory Networks and how they can be used for predictions in medical applications.

We'll discuss Generative Networks, as well as the method of Variational Autoencoder

Advanced Deep Learning Methods for Healthcare

Skills You’ll Gain

Shareable Certificate

Develop Your Specialized Knowledge

There are 4 modules in this course

Module 1: Week 1 - Attention Models 5 hours to complete

Module 2: Week 2 - Graph Neural Networks 5 hours to complete

Module 3: Week 3 - Memory Networks 3 hours to complete

Module 4: Week 4 - Generative Models 2 hours to complete