Contains all of the presentation files for the tutorials provided on my "Research Made Simple" YouTube channel.
An overview of Graph Independent Subnetwork Training (GIST), which is a distributed training methodology for graph convolutional networks (GCNs). The associated paper is found here (https://arxiv.org/abs/2102.10424). A video of the presentation is provided here: https://youtu.be/lc9rYKHkgv0
A introduction to using polynomials in the analysis of optimization algorithms, inspired by the series of blog posts located here: http://fa.bianp.net. A video of the presentation is provided here: https://youtu.be/W8GFwzDbFoQ
A presentation of the AdaScale SGD paper (ICML 2020, https://arxiv.org/abs/2007.05105). A video of the presentation is provided here: https://www.youtube.com/watch?v=9ppp_-udq_w
An introduction to Graph Convolutional Networks (ICLR 2017, https://arxiv.org/abs/1609.02907). A video of the presentation is provided here: https://www.youtube.com/watch?v=Yj2ACBBnVD0