Redes convolutivas

Tutoriales

• Machine Learning is Fun! Part 3: Deep Learning and Convolutional Neural Networks (TensorFlow), Medium, June 2016. https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721
• Joyce Xu: "An Intuitive Guide to Deep Network Architectures", Towards Data Science, August 2017. https://towardsdatascience.com/an-intuitive-guide-to-deep-network-architectures-65fdc477db41 & KDNuggets, August 2017. https://www.kdnuggets.com/2017/08/intuitive-guide-deep-network-architectures.html

Algunas aplicaciones

• Francisco M. Castro, Manuel J. Marín-Jiménez, Nicolás Guil & Nicolás Pérez de la Blanca: "Automatic learning of gait signatures for people identification", arXiv, June 2016, https://arxiv.org/abs/1603.01006
• Anna Sokolova & Anton Konushin: "Pose-based Deep Gait Recognition", arXiv, November 2017, https://arxiv.org/abs/1710.06512
• Chao Tong, Xiang Yin, Jun Li, Tongyu Zhu, Renli Lv, Liang Sun & Joel J P C Rodrigues: "A shilling attack detector based on convolutional neural network for collaborative recommender system in social aware network", The Computer Journal, February 2018, https://doi.org/10.1093/comjnl/bxy008

Software

• Detectron (Caffe2), Facebook Research, 2018. URL https://github.com/facebookresearch/Detectron

Variantes y extensiones

Cápsulas (CapsNets)

• Aurélien Géron: Capsule Networks, YouTubeTutorial, November 2017, https://youtu.be/pPN8d0E3900