Radek Osmulski
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Radek Osmulski

Radek Osmulski

Do smoother areas of the error surface lead to better generalization?

Do smoother areas of the error surface lead to better generalization?

An experiment inspired by the first lecture of the fast.ai MOOC
Nov 7, 2017 3 min read
Introduction to data augmentation and pseudo-labeling

Introduction to data augmentation and pseudo-labeling

A closer look at two techniques that can help you make the most of your training data.
Oct 10, 2017 3 min read
Can we beat the state of the art from 2013 with only 0.046% of training examples?

Can we beat the state of the art from 2013 with only 0.046% of training examples?

If we take the CNN layers of a pretrained model, how much data would we need to recover some of the mappings from features to classes? As it turns out, very little!
Sep 23, 2017 3 min read
Automated AWS spot instance provisioning with persisting of data
howto

Automated AWS spot instance provisioning with persisting of data

After following this guide, you will be able to spin up an AWS EC2 spot instance by executing a single command from your terminal. The instance will have a volume attached that will be persisted across shutdowns.
Sep 15, 2017 7 min read
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