npatta01 / web-deep-learning-classifier

Deep Learning model to classify food (Web App)

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, 2019

This project was completed jointly by Nidhin Pattaniyil and Reshama Shaikh.

The following were used for model training (see 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 using fastai: food classifier notebook
2. Deploying the App on Heroku: our web app is food-img-classifier.herokuapp.com
3. Deploying a Mobile App, see this repo: npatta01/mobile-deep-learning-classifier

Demo

web-deep-learning-classifier's Issues

jupyter notebook: change to resnet-34 from 50

Cheatsheet for deploy in my droplet pls

removed bibimbap url from config.yaml

  - name: bibimbap
    url: https://upload.wikimedia.org/wikipedia/commons/4/44/Dolsot-bibimbap.jpg

create config.js file for web app for app name

@npatta01
Will you be creating a config.js file here as well? That would include the following:
APP_NAME="food-img-classifier"

Once that is done, I can update the instructions here:
https://github.com/npatta01/food-classifier/blob/master/docs/2_heroku_app.md

Mobile App

Hi, I see the link for the mobile app is down, any reason why? App seems to still be in the android store, would have been really interesting to see a fastai to android app! Thanks!

requirements.txt file should have updated fastai version, right?

AttributeError: Can't get attribute 'ImageList' on <module 'fastai.vision.data' from '/usr/local/lib/python3.6/site-packages/fastai/vision/data.py'>

AttributeError: Can't get attribute 'ImageList' on <module 'fastai.vision.data' from '/usr/local/lib/python3.6/site-packages/fastai/vision/data.py'>The command '/bin/sh -c python src/app.py prepare' returned a non-zero code: 1
! Error: docker build exited with Error: 1
i dont know how to solve it