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A Course in Machine Learning

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The idea is to represent each cluster by it’s cluster center should be "its cluster center"

The text reads "The background of the image is colored blue in regionsthatwouldbe classified as positive..." yet the background is white on the entire image.

In caption for figure 3.1: is "like", should be "lie" "...the data points would like exactly..."

It reads 'Which feature is it, and what is it’s training error?'. I believe it should be "its" without apostrophe. Also, the question is unclear for me. What 'feature' are...

Third paragraph on page 22: is "be hard for anyone to figure out it" probably should be "be hard for anyone to figure it out".

"if posssibly apocryphal" - one 's' too many

At 8th line ( including equations) ,in that line sqrt(k) >= ||wk||^2 is written but it should be sqrt(k)>=||wk||

"If the number is not very high, perhaps there is some better for our time." -> "If the number is not very high, perhaps there is some better **use** for...

The text says "If you consider the 3-nearest neighbors of the test point in Figure 3.4, you will see that two of them are positive and one is negative. Through...