https://github.com/npatta01/web-deep-learning-classifier

Deep Learning model to classify food (Web App)
https://github.com/npatta01/web-deep-learning-classifier

deep-learning fastai heroku neural-network pytorch

Last synced: 12 days ago
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Deep Learning model to classify food (Web App)

• Host: GitHub
• URL: https://github.com/npatta01/web-deep-learning-classifier
• Owner: npatta01
• License: mit
• Created: 2018-11-03T23:45:41.000Z (about 6 years ago)
• Default Branch: master
• Last Pushed: 2023-05-01T20:26:32.000Z (over 1 year ago)
• Last Synced: 2024-10-23T21:58:00.217Z (20 days ago)
• Topics: deep-learning, fastai, heroku, neural-network, pytorch
• Language: Jupyter Notebook
• Homepage: https://food-img-classifier.herokuapp.com
• Size: 18.9 MB
• Stars: 134
• Watchers: 5
• Forks: 90
• Open Issues: 8
• Metadata Files:
  • Readme: README.md
  • License: LICENSE
  • Code of conduct: CODE_OF_CONDUCT.md

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README

        
# Training the Image Classifier & Creating a Web App

## Our example:  Food Images Classifier

## Citation Note

If you do use our blog or GitHub repos to create your own web or mobile app, we would appreciate it if you would give our work attribution by sharing the below citation:  

>Pattaniyil, Nidhin and Shaikh, Reshama, [Deploying Deep Learning Models On Web And Mobile](https://reshamas.github.io/deploying-deep-learning-models-on-web-and-mobile/), 2019

This project was completed jointly by [Nidhin Pattaniyil](https://www.linkedin.com/in/nidhinpattaniyil/) and [Reshama Shaikh](https://reshamas.github.io).

The following were used for model **training** (see [requirements.txt](requirements.txt)):    

- fastai:  version 1.0.42

- PyTorch:  version  1.0.0

- Python:  version 3.6

The following were used for model **deployment**:    

- Heroku

- Flask:  version 1.0

 

## Table of Contents

1.  [Training the Model](docs/1_training.md) using fastai:  [food classifier notebook](https://github.com/npatta01/food-classifier/blob/master/notebooks/1_train.ipynb)

2.  [Deploying the App on Heroku](docs/2_heroku_app.md):  our web app is [**food-img-classifier.herokuapp.com**](https://food-img-classifier.herokuapp.com)

3.  Deploying a Mobile App, see this repo:  [npatta01/mobile-deep-learning-classifier](https://github.com/npatta01/mobile-deep-learning-classifier)

## Demo

![Demo](assets/demo.gif)