Anand-s-cmd / Naive-Bayes-Classifier

Implementaion of naive Bayes Classfier in python

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Naive Bayes Classifier

Detailed theoritical explanation of Naive Bayes theorem. And then implemented it from scratch in Python. With the help of the classifier worked on Spam Email Detection. read here

What I learned?

  • Got a good understanding of Bayes' theorem,
  • Cleared my confusion about likelihood, prior, and posterior.
  • Probabilistic classifiers
  • Bayesian Network Model: Naive Bayes model
  • Gaussian Distribution, Log normal Distribution
  • Lemmatizing
  • The MultinomialNB class of scikit-learn API

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Implementaion of naive Bayes Classfier in python


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