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Deep Learning: Difference between revisions

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</math>
</math>


<math>f(w, x) = w^t \phi(x)</math>
<math>f(w, x) = w^t \phi(x)</math><br>
Is this model linear in w? Yes!
Is this model linear in w? Yes!<br>
Is this model linear in x? No!
Is this model linear in x? No!<br>


<math>\min \frac{1}{2} \sum_{i=1}^{n} (y_i - w^t \phi(x_i))^2</math>
<math>\min \frac{1}{2} \sum_{i=1}^{n} (y_i - w^t \phi(x_i))^2</math><br>
Apply GD or convex optimization.
Apply GD or convex optimization.