HINF 5012: Artificial Intelligence in Medicine
Every Tuesday 5:15-8:15pm from January 9 to April 9, 2024. WCMC Campus; 1300 Auditorium; A-250.Instructor: Fei Wang (few2001@med.cornell.edu)
Course Objective: We will start introducing students the basic concepts of artificial intelligence (AI) and its history. Then we introduce medical data representations and conventional AI technologies including supervised and unsupervised learning approaches. We will also introduce deep learning models including convolutional neural networks and recurrent neural networks, as well as knowledge representation with knowledge graphs and mining with graph neural networks. After the class the students will be able to understand the basic concept of AI and solve the computational health problem with the learned knowledge.
Credits: 3 credits.
Teaching Assistants: Zhenxing Xu (zhx2005@med.cornell.edu); Zilong Bai (zib4001@med.cornell.edu).
Course Learning Objectives:
Course Format:
Prerequisites: Introduction to Biostatistics; Programming in Python
Date | Content | Presenter | Assignments |
---|---|---|---|
01/09/2023 | Lecture: Introduction to AI in Medicine | Fei Wang | |
01/16/2023 | Programming: Introduction to Python | Zhenxing Xu/ Zilong Bai | Programming Assignment 1 Posted |
01/23/2023 | Lecture: Supervised Learning for Classification and Predictive Modeling | Fei Wang | Writing Assignment 1 Posted |
01/30/2023 | Programming: Supervised Learning | Zhenxing Xu/ Zilong Bai | |
02/06/2023 | Lecture: Unsupervised Learning for Clustering and Subtype Discovery | Fei Wang | Writing Assignment 1 Due, Writing Assignment 2 Posted |
02/13/2023 | Programming: Clustering | Zhenxing Xu / Zilong Bai | Programming Assignment 1 Due, Programming Assignment 2 Posted |
02/20/2023 | Lecture: Deep Learning – Convolutional Neural Networks | Fei Wang | Writing Assignment 2 Due, Writing Assignment 3 Posted |
02/27/2023 | Programming: CNN | Zhenxing Xu / Zilong Bai | |
03/05/2023 | Canceled | Programming Assignment 2 Due | |
03/12/2023 | Lecture: Deep Learning – Recurrent Neural Networks and Large Language Models | Fei Wang | Writing Assignment 3 Due, Programming Assignment 3 Posted |
03/19/2023 | Programming: RNN | Zhenxing Xu / Zilong Bai | |
03/26/2023 | Label Propagation, Graph Neural Network and Knowledge Graph | Fei Wang | |
04/02/2023 | Programming: Graph Learning | Zhenxing Xu / Zilong Bai | Programming Assignment 3 Due |
04/09/2023 | Final Exam |
© Fei Wang