Radiography Image Classification Project


Radiography Image Classification Project 

Project Description

In this project, we will explore the application of Capsule Networks for the classification of COVID-19 images. Capsule Networks are a type of neural network that are particularly effective in recognizing spatial hierarchies in images, which is crucial for medical imaging tasks.


Dataset

This project will leverage the COVID-19 Radiography Database from Kaggle


Relevant Skills You May Apply

Intermediate Python Programming skills, Data Modelling, and Neural Networks


Skills You May Gain

Data Visualization, Data Preprocessing, Model Building, Model Training and Evaluation, and Python


Total Time

Approximately 10 hours or fewer


Milestones

Milestone 1: Data Pre-processing
Milestone 2: Model Building
Milestone 3: Model Training and Evaluation
Milestone 4: Visualization and Interpretation


Deliverables

Deliverables include a project report highlighting new skills gained and an interactive Python notebook (Jupyter/Google Colab).