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A Course in Machine Learning

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In the second paragraph, it states that "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...

Hi Hal, Thanks a lot for making this wonderful textbook publicly available! Here is a collection of possible errors students found (with my verification) when I used this book to...

If we consider these two data points (2, 3) and (6, 1), the Euclidean Distance for these points would be the square root of 20 not 18. ​

In the first figure of Figure 3.1, in which the x-axis is easy, and the y-axis is AI, when easy is 1, and AI is 0 we have 1 positive...

Where is Table 1 on page 11?

I think the sentence could be worded a bit better. " What is the difference between unsupervised and supervised learning that means that we know what the “right answer” is...

".... any value between 0 and −1 is a valid subderivative at z = 0." Should that be z=1, since z=1 is the point where derivative doesnt exist?

I thought we were defining the positive example as the very rare cases we care about (e.g. fraudulent transactions). So on page 74 why do we assign positive lower weight...

Last paragraph of page, is it supposed to be referring to Algorithm 11, not 6?

"This book is designed to be read linearly, since **it’s** goal is not to be" -> Should be "its" not "it's"