I found this book very useful, personally. It does a great job presenting some of the theoretical foundations in an understandable way (e.g. the PAC-learning fr

I found this book very useful, personally. It does a great job presenting some of the theoretical foundations in an understandable way (e.g. the PAC-learning framework and VC dimension.) I also particularly liked the explanation on PCA.