https://github.com/tirendazacademy/bert-text-classification-gradio-app

End-to-end text classification project with Transformers, Comet ML, and Gradio
https://github.com/tirendazacademy/bert-text-classification-gradio-app

bert-fine-tuning bert-model comet-ml gradio huggingface mlops python pytorch text-classification transformers

Last synced: about 1 month ago
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End-to-end text classification project with Transformers, Comet ML, and Gradio

• Host: GitHub
• URL: https://github.com/tirendazacademy/bert-text-classification-gradio-app
• Owner: TirendazAcademy
• Created: 2023-08-26T07:02:50.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2023-12-21T19:58:21.000Z (almost 2 years ago)
• Last Synced: 2025-04-06T10:37:10.016Z (6 months ago)
• Topics: bert-fine-tuning, bert-model, comet-ml, gradio, huggingface, mlops, python, pytorch, text-classification, transformers
• Language: Jupyter Notebook
• Homepage:
• Size: 8.58 MB
• Stars: 3
• Watchers: 2
• Forks: 2
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

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README

          
# Text Classification App with Transformers & Comet ML & Gradio

[![](https://img.shields.io/badge/Python-blue?style=plastic&logo=python&logoColor=white)]()

[![](https://img.shields.io/badge/huggingface-F8DE22?style=plastic&logo=huggingface&logoColor=white)]()

[![](https://img.shields.io/badge/Transformers-D71313?style=plastic&logo=transformers&logoColor=white)]()

[![](https://img.shields.io/badge/CometML-0002A1?style=plastic&logo=cometml&logoColor=white)]()

[![](https://img.shields.io/badge/Gradio-A31ACB?style=plastic&logo=gradio&logoColor=white)]()

This project aims to show how to perform an end-to-end text classification project. To do this, I used [Transformers](https://huggingface.co/docs/transformers/index) for fine-tuning the BERT model,  [Comet ML](https://www.comet.com/site/products/llmops/) for monitoring hyperparameters and the app, and [Gradio](https://www.gradio.app/docs/interface) for building the text classification app.

You can check out [my medium blog post for this project](https://medium.com/cometheartbeat/building-a-text-classifier-app-with-hugging-face-bert-and-comet-278e4cd0d0aa).

You can review this app on [my HuggingFace space](https://huggingface.co/spaces/Tirendaz/Text-Classification).

# Text Classification App

![](https://github.com/TirendazAcademy/Text-Classification-App-with-Transformers/blob/main/gifs/gradio-app.gif)

# Gradio App in Comet ML Dashboard

![](https://github.com/TirendazAcademy/Text-Classification-App-with-Transformers/blob/main/gifs/gradio-app-in-comet-dashboard.gif)

📌 Don't forget to give a star if you like this repo. ✨

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