Machine Learning Module 7: Probability Theory and Naïve Bayes

Lecture 7.1 Intro to Probability Theory

Lecture 7.2 Intro to Bayes Theory

Lecture 7.3 Intro to Naïve Bayes Model

Lecture 7.4 Types of Naïve Bayes Models

Lab 7. Use Naïve Bayes to Classify Twitter Data

Objectives:

  • To learn how to classify data with Naïve Bayes.

  • To learn how to collect and tokenize tweets.

 

Data:

  • Collect Twitter data with RapidMiner