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Deep learning based Pneumonia classifier which classifies the respective pneumonia class with the help of chest X-Ray images by using 7 different CNN models.

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JAYAKUMAR7/Deep-learning-based-pneumonia-classifier

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Deep-learning-based-pneumonia-classifier-

Deep learning based Pneumonia classifier which classifies the respective pneumonia class with the help of chest X-Ray images by using 7 different CNN models.

Dataset link: https://www.kaggle.com/datasets/jayakumar07/chest-x-ray-images-dataset

Use the above dataset link to download or access the chest X-Ray images dataset.

The seven CNN models used are:

      -> Simple CNN Model.
      -> CNN Model With Data Augmentation layers and Dropout layers.
      -> CNN Model with only Dropout layers.
      -> CNN Model only with Augumentation layers.
      -> CNN Model with two different augumentation layers.
      -> CNN Model with Data Augumentation layer and more dense layers.
      -> CNN Model that uses Filters in all the Layers.

Activation function used:

      ReLU

Optimizers used:

      -> Adam.
      -> Adamax.
      -> RMSprop
      -> SGD.
      -> AdaDelta.

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Deep learning based Pneumonia classifier which classifies the respective pneumonia class with the help of chest X-Ray images by using 7 different CNN models.

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