BIM 459 - Artificial Intelligence in Healthcare
Course Time and Location: Tuesdays 14:00-16:30 Class-B6
Syllabus:
Lecture 1 - Introduction to Artificial Intelligence in Healtcare
Lecture 2 - Setting up Development Environment
Lecture 3 - Machine Learning for Medical Data Analysis
Lecture 4 - Computational Framework
Lecture 5 - Training Loop for a Machine Learning Model
Lecture 6 - Introduction to Deep Learning
Lecture 7/8 - Medical Data and Preparing Medical Data for Processing
Lecture 9 - Convolutional Neural Networks
Lecture 10 - Model Training Strategies
Lecture 11 - Model Evaluation
Lecture 12 - Dealing with Limited Medical Data
Lecture 13/14/15 - Medical Image Analysis Applications: Segmentation, Classification, Detection and Continous Data
Lecture 16 - Explainability AI