April 2012
Intermediate to advanced
384 pages
11h 19m
English
Chapter 1. Machine learning basics
Table 1.1. Bird species classification based on four features
Chapter 2. Classifying with k-Nearest Neighbors
Table 2.2. Distances between each movie and the unknown movie
Table 2.3. Sample of data from improved results on a dating site
Chapter 3. Splitting datasets one feature at a time: decision trees
Chapter 6. Support vector machines
Table 6.1. Handwritten digit performance for different kernel settings
Chapter 7. ...