A collections of Various projects or applications and tools developed using Neural-Networks.
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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)
- Models Implementated:
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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%
- Results: