Python for Data Science and Machine Learning in Healthcare - Module at Imperial College London
WEEK 1:
- lecture: What is data science and machine learning - and why healthcare
- part 0: Outline of the course
- part 1: What is data science and machine learning - and why healthcare
- part 2: How does a machine learning model learn?
- practical: Setting up jupyter notebook (practical exercise)
WEEK 2:
- lecture:
- part 1: Introduction to Python Programming
- part 2: Python for Data Science
- practical:
- Introduction to Python Programming
- Coding a Medical Calculator
WEEK 3:
- lectures:
- practical: diagnosing breast cancer with AI (challenge to get best performance).
- practical: Stroke prediction (with an imbalanced dataset)
WEEK 4:
- lectures:
- practical: CXR classification using open dataset
WEEK 5:
- lecture: Deep Learning: Sequential data and NLP
- practical: Extracting Insights from Medical Research Papers with NLP
WEEK 6:
- lecture: Commercial Applications in Healthcare
- practical: Classifying breast cancer molecular subtypes using gene expression data