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Text Classification Task ( sentiment analysis ) of Twitter datasets

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Jeetanand/Text-Classification

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Text Classification Task ( sentiment analysis ) of Twitter datasets

a) Dataset: https://www.kaggle.com/datasets/saurabhshahane/twitter-sentiment-dataset

b) EDA (Exploratory Data Analysis): EDA.ipynb

        Data Visualisation:     Wordcloud, Countplot, Frequency 
        
        Data Preprocessing:     Stop words removal, Lemmatization  

c) Classifications Task:

  1. tfidf (embedding) + multinomial Naive Bayes based modelling : tfidf_mtltNB.ipynb

  2. Word2Vec (embedding) + multinomial Naive Bayes based modelling : Word2vec_mltNB.ipynb

  3. Word2Vec (embedding) + deep learning ( 1 input + 1 dense + 1 output layer) based modelling : Word2vec_nn.ipynb

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