Deep-Learning-for-Natural-Language-Processing

💡🧠💬 Development of Deep Learning models using Feedforward Neural Networks, Recurrent Neural Networks and a pre-trained BERT model for sentiment classification tasks. A Question Answering Engine used for Entity Span and Relation prediction is also developed.

FNN

• Sentiment classification of imdb reviews using Feedforward Neural Networks.

RNN-LSTM-GRU

• Sentiment classification of imdb reviews using bidirectional stacked RNNs with LSTM/GRU cells.

BERT

• Sentiment classification of imdb reviews by fine-tuning a pretrained BERT-base model from Hugging Face.

Question-Answering

• Development of a question answering engine for simple questions over the knowledge graph Wikidata: Entity Span and Relation Prediction (dataset: https://github.com/askplatypus/wikidata-simplequestions)