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Yarin Gal also wrote the excellent "What My Deep Model Doesn't Know..." [0] in 2015. If these ideas look interesting, you might also want to check out Thomas W
by matheweis 10y ago
Yarin Gal also wrote the excellent "What My Deep Model Doesn't Know..." [0] in 2015.
If these ideas look interesting, you might also want to check out Thomas Wiecki's blog [1] with a practical application of ADVI (a form of the variational inference Yarin discusses) to get uncertainty out of a network.
[0] http://mlg.eng.cam.ac.uk/yarin/blog_3d801aa532c1ce.html http://mlg.eng.cam.ac.uk/yarin/blog_3d801aa532c1ce.html
[1] http://twiecki.github.io/blog/2016/06/01/bayesian-deep-learning/#Uncertainty-in-predicted-value http://twiecki.github.io/blog/2016/06/01/bayesian-deep-learn...