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
    Survey of text datatypes from EMRs and the main natural language processing approaches for their analysis
    [slides] [recording]

    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)