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Abstract
This Masters thesis will provide R code and graphs that reproduce some of the figures in the book Elements of Statistical Learning. Selected topics are also outlined and summarized so that it is more readable. Additionally, it covers some of the solutions to the problems for chapters 2, 3, and 4.