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شي ن ن – حلقة 21 -1- 2013 كاملة
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4 days ago by snapeplus
When local papers close, costs rise for local governments - Columbia Journalism Review
Academic studies suggest that a lack of local media coverage is associated with less informed voters, lower voter turnouts, and less engaged local politicians. My colleagues and I, as finance professors, wondered whether a decline in local journalism would also lead to higher borrowing costs for local governments.
nn 
5 days ago by hearvox
Neural Networks, Manifolds, and Topology -- colah's blog
Topological properties of data, such as links, may make it impossible to linearly separate classes using low-dimensional networks, regardless of depth. Even in cases where it is technically possible, such as spirals, it can be very challenging to do so.

To accurately classify data with neural networks, wide layers are sometimes necessary. Further, traditional neural network layers do not seem to be very good at representing important manipulations of manifolds; even if we were to cleverly set weights by hand, it would be challenging to compactly represent the transformations we want. New layers, specifically motivated by the manifold perspective of machine learning, may be useful supplements.
nn  neuralnetwork 
4 weeks ago by tobym

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