Deep-learning

Recurrent Neural Networks

Understand/refresh the key backgrounds of RNN and learn how to apply RNN to healthcare data with PyTorch.

Convolutional Neural Networks

Understand/refresh the key backgrounds of CNN and learn how to apply CNN to healthcare data with PyTorch.

Feedforward Neural Networks

Understand/refresh the key backgrounds of general neural networks and learn how to implement feed-forward neural networks by using PyTorch.

Introduction to PyTorch

Learn basic usage of PyTorch, a deep learning framework on Python.

Deep Learning for Healthcare

Deep Learning for Healthcare, a new lab series for CSE6250.

Adversarial Attacks and Defenses in Healthcare

Crafting adversarial examples and developing robust models toward them, especially for healthcare data.

Machine Learning aided Epilepsy Treatment

Machine learning with big data analysis on epilepsy patients data.