Tema: Semana 5 - Clase 7 | Aprendizaje Profundo para Visión Artificial

Clase 7 - Slides URL

"Deep learning" Goodfellow, Bengio, Courville, 2016. MIT press. (Capítulo 7) URL

Srivastava, N., Hinton, G.E., Krizhevsky, A., Sutskever, I. and Salakhutdinov, R., "Dropout: a simple way to prevent neural networks from overfitting." JMLR, 2014 URL

Wan, Zeiler, Zhang, LeCun, Fergus - Regularization of Neural Networks using DropConnect - ICML 2013 Archivo

Keskar et al. On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima, ICLR 2017 Archivo

"Improved Regularization of Convolutional Neural Networks with Cutout", DeVries & Taylor, Arxiv 2017 Archivo

Huang, G., Li, Y., Pleiss, G., Liu, Z., Hopcroft, J.E. and Weinberger, K.Q., “Snapshot ensembles: Train 1, get M for free.” ICLR 2017 Archivo

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