skill track 04

Data Management

Introduction to Data Management.

Description

This track covers working with databases and how to manage and analyze them.

By the end of these notebooks, you should feel more comfortable with:

▸Confidence in dealing with Pandas

▸A basic understanding of data processing and editing

▸Processing medical datasets and extracting important information

In this skill track, the notebooks build on each other. Therefore, complete them in the order given!

▸Basic Python knowledge: variables, data types, functions, loops, conditionals
▸You should have understood the basic concepts of Python — otherwise revisit the Introductory notebooks
▸Data is loaded automatically at the beginning of each notebook in Google Colab
▸Have a look at the theoretical basics before you start with the notebooks

Syllabus

01Basic concepts of data managementOpen in Colab

02Basic concepts of loading file formatsOpen in Colab

03Data Analysis — Lung DiseasesOpen in Colab

04Data Analysis — SleepOpen in Colab

Theoretical Basics

References

Chest X-Ray CXR8: Wang et al., CVPR 2017 · Sleep EEG: Kemp et al., IEEE Trans. Biomed. Eng. (2000)