【李宏毅】深度学习理论(Deep Learning Theory)

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2018-11-17 19:07:35
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https://www.youtube.com/watch?v=KKT2VkTdFyc&list=PLJV_el3uVTsOh1F5eo9txATa4iww0Kp8K 李宏毅老师的深度学习教程
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Deep Learning Theory 1-1_ Can shallow network fit any function
36:49
Deep Learning Theory 1-2_ Potential of Deep
56:09
Deep Learning Theory 1-3_ Is Deep better than Shallow
26:18
Deep Learning Theory 2-1_ When Gradient is Zero
01:17:29
Deep Learning Theory 2-2_ Deep Linear Network
31:29
Deep Learning Theory 2-3_ Does Deep Network have Local Minima
17:40
Deep Learning Theory 2-4_ Geometry of Loss Surfaces (Conjecture)
17:06
Deep Learning Theory 2-5_ Geometry of Loss Surfaces (Empirical)
38:46
Deep Learning Theory 3-1_ Generalization Capability of Deep Learning
25:39
Deep Learning Theory 3-2_ Indicator of Generalization
42:56
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