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AranMason/Magic-Colour-Predictor

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Try for yourself

Webpage: mtg.aran.nz

Downloading MTG Data

Goal here is to adapt the VGG16 to detect what colour of card an image might belong to using the whole of MTG's history

We use the Scryfall Library. I have written a scrapping tool, which uses information from Scryfalls Bulk Data which can be found here. There is a 0.1s delay between fetches to accomidate Scryfalls rate limiting requests

Ignored Card Types

We ignore the following due to either poor cropped art provided by the Scryfall API or to simplify approach to colour classification. I am currently debating removing colourless from being classified.

  • Multi-colour
  • Planeswalker
  • Schemes
  • Tokens
  • Promos
  • Emblems

Requirements

The following Python modules are used

  • Keras (Version 2.1.6)
  • TensorFlow
  • Pillow
  • sklearn
  • numpy

Hosting

To host the application, is in a AWS EC2 Instance using the following:

  • Nginx
  • Flask
  • Gunicorn

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Predicting what MTG colour a given art work or photo would be.

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