/Neural-Networks

All about Neural Networks!

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Neural-Network

A collections of Various projects or applications and tools developed using Neural-Networks.

  • Digit Recognizer: An implementation and comparison of various neural network models on MNIST dataset for digit recognition using TensorFlow library.

    • Models Implementated:
      • Feed Forward Neural Network (VANILLA)
      • Simple Recurrent Neural Network (RNN/LSTM)
      • Bidirectional Recurrent Neural Network (BRNN)
      • Multi Column Deep Neural Network (CNN)
      • Vote Multi Column Deep Neural Network (CNN)
  • Sentiment Analysis: Sentiment Analysis on Twitter data using Word2Vec, FastText and Universal Sentence Encoder in Keras

    • Results:
      • word2vec - ~ 67%
      • fastText - ~ 67%
      • Universal Sentence Encoder - ~ 77%