Machine Learning in Biomedical Engineering

Support material for lab lessons. The project will be developed on the final 3 labs.

Labs

Lab 1 - Python language exercises

Lab 2 - Python for scientific computation exercises

Lab 3 - Data preparation

Lab 4 - Statistical Machine Learning

Lab 5 - Feature Extraction and Decision Trees

Lab 6 - Feature Selection

Lab 7 - Supervised Learning Classifiers, Evaluation and Optimization

Lab 8 - Unsupervised Learning Classifiers

Lab 9 - Deep Learning

Projects

1. Epileptic Seizure Recognition
2. Heart Disease
3. Human Activity Recognition
4. Parkinson's Disease Detection
5. Cardiac Single Proton Emission Computed Tomography Images
6. Dermatology