April 2016
Beginner to intermediate
384 pages
8h 36m
English
Content preview from Practical Data Analysis CookbookBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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Reducing the dimensions using the kernel version of PCA
Principal Components Analysis (PCA) transforms a correlated set of variables into a set of principal components: variables that are linearly uncorrelated (orthogonal). PCA can produce as many principal components as there are variables but normally it would reduce the dimensionality of your data. The first principal component accounts for the highest amount of variability in the data, with the following principal components accounting for decreasingly less variance explained and the restriction of orthogonality (uncorrelated) to the other principal components.
Getting ready
To execute this recipe, you will need pandas, NumPy, and MLPY. For the plotting, you will need Matplotlib with MPL Toolkits. ...
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