parnianf / Oregon-Wildlife-Image-Classification-Using-Keras

Implementation of a Neural Network using TensorFlow & keras, CA5, Artificial Intelligence Course (Fall 2021), University of Tehran

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Image-Classification-with-Keras

This project aims to get more familiar with Keras and TensorFlow libraries to build a neural network model for predicting the type of animal in a given image using the Oregon Wildlife dataset, including four categories, namely elk, raven, bald_eagle, and raccoon.

Objectives

  • Preprocessing, including grayscaling the images and one-hot encoding of labels
  • Neural network implementation
  • Data classification and evaluation of the impacts of optimizer, number of epochs, loss function, and regularization
  • Dimensionality reduction for data visualization

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Implementation of a Neural Network using TensorFlow & keras, CA5, Artificial Intelligence Course (Fall 2021), University of Tehran


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