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#Topics Explored by us

  • LDA
  • Guided LDA
  • Convolutional Neural Networks for Classification
  • FastText for Classification
  • Naive Bayes for Classification
  • Unsupervised Clustering

#Results

The results have been tabulated in the File Results for all the grid runs.

  • FastText gave the best results

  • Naive Bayes approach gave intermediatery results

  • Convolutional Neural Networks performed the worst because of overfitting

  • LDA performed well for data that is well represented in the data

  • Guided LDA topics are no better than LDA

  • 40 optimum clusters are idetified for clustering approach which led to 20 topics

  • Identified topics are better than Guided LDA and match the LDA approach

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Classification of small snipets using facebook fast-text,

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