PRLab TUDelft NL. What is the source of this magic? Deep net has more parameters than the shallow...

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PRLab TUDelft NL

Transcript of PRLab TUDelft NL. What is the source of this magic? Deep net has more parameters than the shallow...

Page 1: PRLab TUDelft NL. What is the source of this magic? Deep net has more parameters than the shallow net; Deep net is deeper than the shallow net;

PRLabTUDelftNL

Page 2: PRLab TUDelft NL. What is the source of this magic? Deep net has more parameters than the shallow net; Deep net is deeper than the shallow net;

PRLabTUDelftNL

What is the source of this magic?

Deep net has more parameters than the shallow net;

Deep net is deeper than the shallow net; Nets without convolution can’t learn what nets

with convolution can learn; Current learning algorithms and regularization

procedures work better with deep architectures than with shallow architectures;

All or some of the above; None of the above?

Page 3: PRLab TUDelft NL. What is the source of this magic? Deep net has more parameters than the shallow net; Deep net is deeper than the shallow net;

PRLabTUDelftNL

Do Deep Nets Really Need to be Deep

Lei Jimmy BaUniversity of Toronto

Rich CaruanaMicrosoft Research

arXiv:1312.6184 ?


Deep Copy Shallow Copy

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