Cristian Duguet, Adrian Hutter, Nandika Kalra, Arshak Navruzyan Overview Data augmentation of images is a widely adopted technique to improve models generalization [3] by applying transformations (or sets of combined transformations) during training and optionally at test time. Often practitioners look for the best set of transformations manually, either by relying on domain expertise or…Continue Reading “Automatically Finding Useful Augmentations with Minimal Use of Compute”

As a reminder, if I ever get problems with MySQL authentication again. This are the commands I need to completely wipe MySQL and start getting asked for a password again. sudo rm -rf /var/lib/mysql \ /var/lib/mysql/mysql \ /var/log/mysql \ /usr/lib/perl5/DBD/mysql \ /usr/lib/perl5/auto/DBD/mysql \ /usr/lib/mysql \ /usr/bin/mysql \ /usr/share/mysql \ /usr/share/dbconfig-common/internal/mysql \ /etc/init.d/mysql \ /etc/apparmor.d/abstractions/mysql \…Continue Reading “Completely remove MySQL”

So I am leaving this computer mostly alone in the other end of the world, and expecting minimum maintenance, so I want a setup which does not require me to have physical access to the computer whenever something happens. So a critical aspect is that I need a Wake on LAN computer, I need to…Continue Reading “Don’t loose access to your home Deep Learning server by using a Dynamic DNS Provider (free)”