CNNs and Capsule Nets

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21.Given all these problems with CNNs, what might we hope for from a superior architecture?

22.CNNs are SOTA in many NLP tasks h ttps://github.com/bentrevett/pytorch-sentiment-analysis/blob/master/4%20-%20Convolutional%20Sentiment%20Analysis.ipynb

23.CNNs perform extremely well on CV datasets.

24.Applications of CNNs

25.VGG (2014) -- Background Developed by the Visual Geometry Group (Oxford) Problem: beat AlexNet on ImageNet

26.VGG (2014) -- Background Developed by the Visual Geometry Group (Oxford) Problem: beat AlexNet on ImageNet

27.VGG in PyTorch import torchvision.models as models vgg16 = models.vgg16() No useful source code to speak of; the neural net is so prohibitively large (hence, a pain to train) that the model features are downloaded.

28.VGG in PyTorch import torchvision.models as models vgg16 = models.vgg16() No useful source code to speak of; the neural net is so prohibitively large (hence, a pain to train) that the model features are downloaded.

29.Geoffrey Hinton English-Canadian cognitive psychologist and computer scientist Popularized backpropagation The "Godfather of Deep Learning" Co-invented Boltzmann machines Contributed to AlexNet Advised Yann LeCunn, Ilya Sutskever, Radford Neal, Brendan Frey Creator of capsule nets