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Image classification using TensorFlow, FastAPI, htmx, Docker, pytest & GitHub Actions

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flokapi/image-classification-app

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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

Web User Interface

app_prediction_page

app_history_page

app_model_page

About

Image classification using TensorFlow, FastAPI, htmx, Docker, pytest & GitHub Actions

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