https://github.com/markjacksonfishing/project-julie-1

https://github.com/markjacksonfishing/project-julie-1

Last synced: about 1 month ago
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• Host: GitHub
• URL: https://github.com/markjacksonfishing/project-julie-1
• Owner: markjacksonfishing
• License: mit
• Created: 2023-03-19T21:30:35.000Z (almost 2 years ago)
• Default Branch: main
• Last Pushed: 2023-03-19T21:32:22.000Z (almost 2 years ago)
• Last Synced: 2024-10-13T07:50:57.906Z (2 months ago)
• Homepage:
• Size: 3.91 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# project-julie

## Project Julie: Thyroid Cancer Detection with Computer Vision on Kubernetes

Project Julie is a research project aimed at increasing cancer diagnosis accuracy using computer vision and machine learning techniques, specifically for thyroid cancer detection. Our solution leverages Kubernetes for scalability and ease of deployment.

### Overview

We have developed a machine learning model that analyzes CT scans for possible thyroid cancer. The model compares input scans to a large dataset of images and produces a probability rating percentage of the high probability of it being cancerous. The project follows the below steps:

1. Data collection

2. Data preprocessing

3. Labeling

4. Model selection

5. Model training

6. Model evaluation

7. Deployment

8. Continuous improvement

### Prerequisites

* Python 3.7 or higher

* TensorFlow 2.x

* Keras

* OpenCV

* NumPy

* Scikit-learn

* Docker (for Kubernetes deployment)

* Kubernetes manifest