File: Differentiation Pdf 169761 | Mblondel Ulisboa 2021 06
illustration examples efcient and modular implicit differentiation mathieu blondel joint work with q berthet m cuturi r frostig s hoyer f llinares lopez f pedregosa j p vert june4 2021 ...
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...Illustration examples efcient and modular implicit differentiation mathieu blondel joint work with q berthet m cuturi r frostig s hoyer f llinares lopez pedregosa j p vert june gradient based learning training algorithms are the workhorse of modern machine deriving gradients by hand is tedious error prone this becomes quickly infeasible for complex models changestothemodelrequire rederiving deeplearning gpu data autodiff talk differentiating optimization problem solutions outline automaticdifferentiation argmindifferentiation proposedframework experimental results automatic evaluates derivatives a function at given point not same as numerical symbolic which returns human readable expression in neural network context reverse often known backpropagation...