Deep-Learning-for-NLP

Assignments, Projects and Paper reading done in DLNLP course at Indian Institute of Science, Bangalore.

Notes

NLP Notes that I've taken during the course - https://rhinestone-skate-0a3.notion.site/NLP-6a5f0241a19448a680be38159fad981f
Includes paper summary, common loss functions and intuition.

Assignment 1

Sentiment Classification - IMDB Movie Review Dataset
Using Deep Averaging Network

Assignment 2

Sentiment Classification
Using Word Vectors and RNN (LSTM and GRU)

Assignment 3

Sentiment Classification Ensemble Models

Assignment 4

Neural Machine Translation - Human Readable Date format to Machine Readable Date Format
Using Bahdanau Attention - Encoder-Decoder Architecture

Assignment 5

Sentiment Classification
Hierarchical Attention Network

Assignment 6

Reverse Dictionary - English Meaning to English Word to German Word

Assignment SML

Implement Skipgram model - using Softmax layer and Negative Sampling from scratch.
Obtain word vectors from Skipgram using tinyshakespeare dataset.
Using the word vectors for sentiment classification - movie review dataset.