https://github.com/flokapi/image-classification-app

Image classification using TensorFlow, FastAPI, htmx, Docker, pytest & GitHub Actions
https://github.com/flokapi/image-classification-app

Last synced: 11 months ago
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Image classification using TensorFlow, FastAPI, htmx, Docker, pytest & GitHub Actions

• Host: GitHub
• URL: https://github.com/flokapi/image-classification-app
• Owner: flokapi
• Created: 2024-09-15T09:50:49.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-09-27T09:14:16.000Z (over 1 year ago)
• Last Synced: 2025-02-04T16:51:00.001Z (over 1 year ago)
• Language: Python
• Homepage:
• Size: 65.9 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# About

This is an image classification app using a convolutional neural network to predict whether the image qualifies as *happy* or *sad*.

The workflow:

- builds, trains and tests the model

- produces and publishes a docker container

- updates the app on a production server

This app provides both an API and a web UI.

### API

![app_prediction_api](./doc/assets/app_prediction_api.png)

### Web User Interface

![app_prediction_page](./doc/assets/app_prediction_page.png)

![app_history_page](./doc/assets/app_history_page.png)

![app_model_page](./doc/assets/app_model_page.png)