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<ul> This book is about the much broader field of AI but it contains an excellent introduction
to machine learning and it also covers other useful topics like <a href="bayes.html">bayesian networks</a>.
Moreover, it is very well written and self-contained. So you don't need any particular
background to be able to learn from it.
background to be able to learn from it apart from a typical undergraduate background
in computer science.
</ul><br/>
</li>
<li> <i>Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond </i>