How to implement CapsNets using TensorFlow

This video will show you how to implement a Capsule Network in TensorFlow. You will learn more about CapsNets, as well as tips & tricks on using TensorFlow more efficiently. Hope you like it!

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Jupyter Notebook:
* Project: https://github.com/ageron/handson-ml
* The notebook is called extra_capsnets.ipynb

My introduction to CapsNets video:
* https://youtu.be/pPN8d0E3900

NIPS 2017 Paper:
* Dynamic Routing Between Capsules,
* by Sara Sabour, Nicholas Frosst, Geoffrey E. Hinton
* https://arxiv.org/abs/1710.09829

The 2011 paper:
* Transforming Autoencoders
* by Geoffrey E. Hinton, Alex Krizhevsky and Sida D. Wang
* https://goo.gl/ARSWM6

Other CapsNet implementations:
* Keras w/ TensorFlow backend: https://github.com/XifengGuo/CapsNet-Keras
* TensorFlow: https://github.com/naturomics/CapsNet-Tensorflow
* PyTorch: https://github.com/gram-ai/capsule-networks

Book:
* Hands-On Machine with Scikit-Learn and TensorFlow, O'Reilly, 2017
* English: https://goo.gl/IoWYKD
* German: https://goo.gl/Z5C9FT
* French, part 1: https://goo.gl/CXfaP7
* French, part 2: https://goo.gl/vrAiX4

Github: https://github.com/ageron
Twitter: https://twitter.com/aureliengeron

Slides:
* https://www.slideshare.net/aureliengeron/how-to-implement-capsnets-using-tensorflow

Errata:
* At 21:53, the margin loss should have a + sign before the λ, not a – sign.

Видео How to implement CapsNets using TensorFlow канала Aurélien Géron