Lectures

You can download the slides for lectures here, they will be uploaded prior to the corresponding lecture. After the lecture, you will be able to find a link to a (variable quality) recording of the lectures on youtube. All of these will be collated in a playlist for convenience.

• Lecture 0 - Introduction to health data science
  A general introductory lecture to health data science and health data science tools.
  [slides] [recording]
  

  Module 0: Reproducible Research

• Lecture 1 - Medical Databases
  An overview of medical databases, approaches for exploratory data analysis, and introduction to supervised learning on tabular data
  [slides] [recording]
  

  Module 1: Medical Databases (Tabular Data)

• Lecture 2 - Electronic Medical Records (Dr. Jay Kumar)
  Survey of text datatypes from EMRs and the main natural language processing approaches for their analysis
  [slides] [recording (temporary last year)]
  

  Module 2: Electronic Medical Records (Text data)

• Lecture 3 - Medical Imaging
  Key approaches to the analysis of medical images including classic computer vision and deep learning approaches
  [slides] [recording]
  

  Module 3: Medical Imaging (Image Data)

• Lecture 4 - Physiological Signal Data
  Health data science tools and overview of medical signal data such as EEGs
  [slides] [recording]
  

  Module 4: Physiological Sensors (Signal Data)