Data Science at Home
Episodes
Wednesday May 20, 2020
Compressing deep learning models: distillation (Ep.104)
Wednesday May 20, 2020
Wednesday May 20, 2020
Using large deep learning models on limited hardware or edge devices is definitely prohibitive. There are methods to compress large models by orders of magnitude and maintain similar accuracy during inference.
In this episode I explain one of the first methods: knowledge distillation
Come join us on Slack
Reference
Distilling the Knowledge in a Neural Network https://arxiv.org/abs/1503.02531
Knowledge Distillation and Student-Teacher Learning for Visual Intelligence: A Review and New Outlooks https://arxiv.org/abs/2004.05937
Friday May 08, 2020
Pandemics and the risks of collecting data (Ep. 103)
Friday May 08, 2020
Friday May 08, 2020
Codiv-19 is an emergency. True. Let's just not prepare for another emergency about privacy violation when this one is over.
Join our new Slack channel
This episode is supported by Proton. You can check them out at protonmail.com or protonvpn.com