Visualizing Patterns of Image Data

Exploratory data analysis comprises of brief analyses to describe a dataset to guide the modeling process and to answer preliminary questions. For classification problems, this might include looking at the distributions of variables or checking for any meaningful patterns of predictors across different classes. The same problem holds for the classification of image data. We intend to find meaningful information simple operations can give us. Here, I outline a couple of methods we can do to achieve this goal using Chest X-Rays data [source]. This dataset consists of X-ray images of pneumonia patients and healthy controls.

#python #image-classification #data-analysis #data-science #data-visualization