Machine Learning: Difference between revisions

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===Lagrangians===
===Lagrangians===
The goal for svm is to maximize the margin:
<math>
\begin{aligned}
\max_{\gamma, w, b\} &\frac{\gamma}{\Vert \gamma \Vert}\\
\text{s.t.}& y^{(i)}(w^Tx^{(i)} + b) \geq \gamma \quad \forall i
\end{aligned}
</math>


===Kernel Trick===
===Kernel Trick===