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Most Informative Words: Log-Likelihood Ratios & a Ranking Chart

Lesson 8 of 815 minLab

This lesson is part of the course

In this lesson

You compute each word's log-likelihood ratio, rank the vocabulary, pick the strongest spam and ham signals with INDEX/MATCH and chart the ranking.

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Lessons in this course

  1. Priors from Class Counts: How Common Is Spam?Lab11 min Locked
  2. Word Counts per Class with SUMIFSLab12 min Locked
  3. Laplace Smoothing & Word LikelihoodsLab13 min Locked
  4. Log-Probabilities & Scoring a Message with SUMPRODUCTLab14 min Locked
  5. Classify a Batch & Build the Confusion MatrixLab15 min Locked
  6. Precision, Recall & F1: Moving the Threshold on the Log-OddsLab14 min Locked
  7. Sentiment: a Word Lexicon vs Naive BayesLab15 min Locked
  8. Most Informative Words: Log-Likelihood Ratios & a Ranking ChartLab15 min Locked