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%