Five Tools to Supercharge Your Cloud Deep Learning Workflow
Being a productive deep learning researcher takes more than just an understanding of theory. Spending a little time setting up the right tools can pay off in just a few hours, and save you an enormous amount of time! In this post we cover five tools which are essential for any serious deep learning researcher: remote debugging, agent forwarding,... Read more 12 Aug 2020 - 5 minute read
Multi GPU Training
As Moore's Law is working its way into retirement one can not just rely on computations to become faster as the underlying hardware improves. There are still plenty of ways to cram more FLOP into the second but most of them rely on running more of them in parallel as opposed to in sequence, but quicker. Think of this as a guide to the basics. Read more 15 Jul 2020 - 7 minute read
The Damage a GPU Can Do
The energy usage of machine learning applications can be immense. This often goes hand in hand with catastrophic greenhouse gas emissions. This is how bad the situation really is and why classifying cats in Iceland is the sensible thing to do. Read more 15 Apr 2020 - 3 minute read