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Naïve Bayes Classifier. (pages 231–238 on text book). • Lets start off with a visual intuition. – Adapted from Dr. Eamonn Keogh’s lecture – UCR.

  www3.nd.edu

If you have any questions about Naive Bayes ask in the comments and I will do my best to answer. Let’s get started.

  machinelearningmastery.com

Naive Bayes in R Tutorial. Summary: The e1071 package contains the naiveBayes function.

  www.learnbymarketing.com

Text Classification and Naïve Bayes. Formalizing the Naïve Bayes Classier. Dan Jurafsky Bayes’ Rule Applied to Documents and Classes.

  web.stanford.edu

• Naïve Bayes Classifiers can be built with real-valued inputs*. • Rather Technical Complaint: Bayes Classifiers don’t try to be maximally discriminative---they merely try to honestly model what’s going on*. • Zero probabilities are painful for Joint and Naïve.

  www.cs.cmu.edu

Python Programming tutorials from beginner to advanced on a massive variety of topics.

  pythonprogramming.net

In spite of their naive design and apparently over-simplified assumptions, naive Bayes classifiers have worked quite well in many complex real-world situations.

  www.saylor.org

A tutorial on using naive bayes classifiction, Python, and scikit-learn to predict sentiment in movie reviews with machine learning.

  www.dataquest.io

But if you just want the executive summary bottom line on learning and using Naive Bayes classifiers on categorical attributes then these are the slides for you. Download Tutorial Slides (PDF format).

  www.autonlab.org

Naive Bayes Classiers – p.8/22. Maximum Likelihood. Now assume that all hypotheses are equally probable a priori

  www2.cs.uh.edu

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