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Re:What is the difference between deep learning and usual ma... by ecater on Sunday June 05, 2016 @04:33PM (#11842973)
More specifically techniques such as Momentumn https://www.willamette.edu/~gorr/classes/cs449/momrate.html (great article visualizing the problem space discussed above) and thigns like RMSPROP http://www.cs.toronto.edu/~tijmen/csc321/slides/lecture_slid... are used.

The rectified linear unit also converges about 75% faster than the classic Sigmoid or Tanh. the ReLu is F(x) = max(0, x) so the gradient propogated is 1 rather than a more "curvy" value.

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