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A Django framework to provide input to various Machine Learning/Deep Learning projects. Our trained models are saved under saved_models folder and Django app is in Django app folder. Deployed on heroku https://eye2brain.herokuapp.com/.

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Eye2Brain

forthebadge deployed-on-Heroku Slack Status Open Source Love png2 forks stars version

Join slack here

Find datasets here

Find saved_models here Replace saved_models uploaded to github by this folder.

Django - app

Our aim is to build a web interface for the models.

Setup

  • Clone this repo
  • cd DNN-master
  • Start jupyter noterbook to view the ipynb files
  • To run the app goto cd Django app
  • Create virtual environment (Delete env folder used here since it may not work in your environment)
  • Install dependencies by pip3 install -r requirements.txt
  • Replace saved_models uploaded to github with the drive folder provided in the link here
  • Run the app by python3 manage.py runserver
  • Click on Choose file
  • Take input from Django app/test images or from any other source you wish

Check code snippets for # @Todo. Change the code there as per requirements mentioned in the comments below. Refer to respective Readme in outputs directory.

Files where @ Todo can be found are:

  • load_saved_model.py
  • views.py

The UI

cover photo

Now Expected
cover photo cover photo

PLEASE DOWNLOAD THE DATASETS. INSTRUCTIONS PROVIDED IN THE TABLE BELOW

Explaination of DNN files

Name Dataset & Downloads File
Brain Tumor Pretrained model vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5 Tumor.ipynb
Image Captions Kaggle Flikr image dataset & Pretrained model vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5 Image Captions.ipynb
Voice Recognition https://www.openslr.org/12 Voice Recognition.ipynb
Banana Ripeness Detection here Banana.ipynb
Stock Price Prediction Alphavantage API Stocks.ipynb
Sarcasm Detection Sarcasm Detection.ipynb
Leaf Identification Leaf snap dataset Leaf.ipynb
Handwritten Text recognition IAM handwriting dataset Top 50 (kaggle) Handwritten.ipynb
Object Detection Yolopretrained model object_detection.py

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A Django framework to provide input to various Machine Learning/Deep Learning projects. Our trained models are saved under saved_models folder and Django app is in Django app folder. Deployed on heroku https://eye2brain.herokuapp.com/.

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