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Pattern Recognition with Deep Learning

  • Michael Paluszek
  • Stephanie Thomas
Chapter

Abstract

Neural nets fall into the Learning category of our taxonomy. In this chapter, we will expand our neural net toolbox with convolution and pooling layers. A general neural net is shown in Figure 10.1. This is a “deep learning” neural net because it has multiple internal layers. Each layer may have a distinct function and form. In the previous chapter, our multi-layer network had multiple layers, but they were all functionally similar and fully connected.

References

  1. 13.
    Matthijs Hollemans. Convolutional Neural Networks on the iPhone with VGGNet. http://matthijshollemans.com/2016/08/30/vggnet-convolutional-neural-network-iphone/, 2016.
  2. 18.
    Andrew Ng, Jiquan Ngiam, Chuan Yu Foo, Yifan Mai, Caroline Suen, Adam Coates, Andrew Maas, Awni Hannun, Brody Huval, Tao Wang, and Sameep Tandon. UFDL Tutorial. http://ufldl.stanford.edu/tutorial/, 2016.

Copyright information

© Michael Paluszek and Stephanie Thomas  2019

Authors and Affiliations

  • Michael Paluszek
    • 1
  • Stephanie Thomas
    • 1
  1. 1.PlainsboroUSA

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