isthis(apple)

Demo app for learning keras and neural nets. Send image and you will get prediction if on your photo is apple or not.

Check out demo now! (It may take long to load prediction, because container might be asleep 💤 ~ 1 min)

Future

User can upload new training data (points). If accuracy increases all users, who uploaded photos this week will get bonus points.

Configuration

‼️‼️ We use docker for development. If you want to run on production server with docker change password to redis in docker-compose.yml

Run

Run the app 🐳

docker-compose up

Wait for front_1 to get link to the app (should be http://localhost:3000)

Deployment

Application deploys automatically every commit on master branch on heroku. Frontend app needs to be deployed manually via npm run deploy (You need a write access to this repo!). Also reporting app needs to be deployed manually.

MVP

Minimal viable product

• Can take a photo and send it to backend ✅
• Backend returns prediction, which is displayed ✅
• Admin can upload new training data ✅
• Neural net is re-trained every week

TO DO

• Taking and sending photo (React)
• Returning prediction (Flask)
• Task for re-training neural net every week (Celery)