Training Methods Pdf 86562 | 6 Opt Item Download 2022-09-14 12-42-03

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File: Training Methods Pdf 86562 | 6 Opt Item Download 2022-09-14 12-42-03

numerical optimization techniques l eon bottou nec labs america cos 424 3 2 2010 today s agenda goals classication clustering regression other parametric vs kernels vs nonparametric representation probabilistic vs ...

Filetype PDF | Posted on 14 Sep 2022 | 3 years ago

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...Numerical optimization techniques l eon bottou nec labs america cos today s agenda goals classication clustering regression other parametric vs kernels nonparametric representation probabilistic nonprobabilistic linear nonlinear deep shallow explicit architecture feature selection capacity control regularization priors implicit approximate bayesian averaging ensembles operational loss functions considerations budget constraints online oine computational exact algorithms for small datasets stochastic big parallel introduction general scheme set a goal dene model choose suitable function methods optimize average over the training sometimes analytic e g with squared usually everything else summary convex nonconvex dierentiable nondierentiable constrained unconstrained line search gradient descent hessian matrix etc...

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Posted on: 14 Sep 2022 | 3 years ago
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