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Code-Mixed Tweet Identifier

It classifies the tweets data into three main categories English, Hindi and Code-mixed. It also identifies code-mixed sentences which have mixing of grammatical constructions from each language

Data is provide in the data folder along with code

Requirements

  • Keras
  • Tensorflow or Theano (we experimented with theano)
  • Gensim
  • xgboost
  • NLTK
  • Sklearn
  • Numpy

Instructions to run

There are two main approaches:-

  • Using Character Aware Neural Networks after feature modelling using CNN. Code for this approach is available at code/NN_approach.ipynb
  • Using SVN the code for which is available at code/train_shub.ipynb

Transliteration is carried out using this library( https://github.com/irshadbhat/litcm )

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