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).