CS224D: Deep Learning for Natural Language Processing

• This Repository contains my solutions of all assignments of this awesome course from Stanford

Assignment-1

• Softmax
• Neural Networks Basics
• word2vec
• Sentiment Analysis

Assignment-2

• Tensorflow Softmax
• Deep Networks for Named Entity Recognition
• Recurrent Neural Networks: Language Modeling

Assignment-3

• RNN’s (Recursive Neural Network)

Midterm Exam

• Tensorflow and Backpropagation
• Word2Vec and GloVe
• DeepNLP in Practice (Case Study)
• LSTMs, GRUs and Recursive Networks
• Hyper-Parameter Tuning

Prerequisites for Running Models from Assignments

• Python 3.5
• Tensorflow 1.2.1 (Assignment 1,2)
• Tensorflow 1.12.0 (Assignment 3)