Sunday, October 18, 2009

Do you need a search book but you don't want to bother with so much math?

I definitevely recomend the new Algorithms of the Intelligent Web. Very concise explanation of all the modern search, data mining, machine learning techniques. Some of the contents in the book:
  • evaluatation: precision, recall, F1, and ROC curves;
  • ranking: PageRank; DocRank; ClickThrough ranking.
  • classification: Naive Bayes, neural networks; decision trees, Bagging; Boosting, etc
  • collaborative filtering; recommendations;
  • clustering: k-means, ROCK, DBSCAN

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