/NLP

Primary LanguageJupyter NotebookMIT LicenseMIT

📝 Table of Contents

Regex

  • implementation of regex in python using re library and nltk library
  • filter emails from a text file using regex

Bigram - RNN

  • data preprocessing on pizza_train.csv file which contains pizza orders
  • bigram model
  • RNN model
  • test the model on masked_pizza_test.csv file which contains pizza orders with masked words

Sentimental Analysis

  • data preprocessing on tweets data
  • sentimental analysis using Logistic Regression
  • sentimental analysis using Naive Bayes Classifier

Word Embeddings

  • preprocessing on data in word_embeddings_subset.p file whis is subset of google news word embeddings
  • apply cosine similarity on the data
  • apply PCA on the data
  • plot the data

Name Entity Recognition

  • NER dataset class
  • NER model
  • training
  • evaluation