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Hotdog or not Hotdog image classification, using convolutional neural networks. Built with TensorFlow, Keras, Sklearn and Angular.

License: BSD 3-Clause "New" or "Revised" License

Python 47.89% HTML 5.41% JavaScript 7.48% TypeScript 38.42% CSS 0.80%
cnn hotdog not-hotdog keras-tensorflow machine-learning tensorflow-js angular10

cnn-classifier-hotdog-or-not-hotdog's Introduction

Hotdog / ! Hotdog image classification with CNN, using Keras model

Introduction

This project is the basis of the article entitled "Hotdog / Hotdog image classification with CNN, using Keras model", which can be read in full in the blog section of the Codexworks team: www.codexworks.com.

Overview

In order to start training process or see how the training was done for this classification problem, check cnn_train.py from modelling package. CNN's architecture is defined in MainCNNRecognition class, and the corresponding interface can be found in CNNInterface.py.

Web platform

In order to use the created keras classifier, we created a web platform using Angular, through which an image can be uploaded and classified. The classification operation is performed at the client level, the keras model being deployed through the libraries offered by TensorFlow.js: https://www.tensorflow.org/js.

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