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Solution of CS-224D (Deep Learning for NLP) Assignments and Midterm

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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)

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Solution of CS-224D (Deep Learning for NLP) Assignments and Midterm

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