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sports73_app's Introduction

Sports73_App

A simple web application which classifies 73 categories of sports.

This is a small web application which predicts the name of the sport when you upload an image of a sport that is unknown to you.

How did I create this ?

Given below are the main libraries and Frameworks that I have used to build this application.

  1. Flask Web Framework(It is very easy to build a small application quickly with Flask than Django)
  2. Tensorflow (Because I'm better at working with Tensorflow than PyTorch as of now)

How did I create the ML Model ?

I have leveraged the power of transfer learning to create this classification model. I have trained the model with two pretrained networks MobilenetV2 and InceptionV3, and between these two models InceptionV3 was the winner with about 99.99% accuracy on the training set and 93.4% accuracy on the dev set, but a small downside was this model is a bit slower when prediction than MobilenetV2.

The model was trained on Google Colab GPU Instance.The code for training this model have given above.

Results when the app is running

before_pred

Result given my the model

after_pred

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