Smart Shrinking: a Guide to Neural Network Pruning

Guide to Neural Network Pruning technique.

I still remember the heat radiating off my laptop fan during that first massive training run—a low, desperate hum that sounded like a jet engine about to fail. I was staring at a model that was technically “state-of-the-art,” but it was so bloated and computationally expensive that it was practically useless for anything outside of …

Signal to Light: Understanding the Role of Eotf

Understanding the role of EOTF signal.

I remember sitting in a dimly lit editing suite three years ago, staring at a high-end monitor that cost more than my first car, feeling absolutely nothing but pure frustration. I had followed every “expert” tutorial to the letter, yet the shadows looked like muddy sludge and the highlights were blowing out into a lifeless …

The Inner Jungle: Measuring Microbiome Diversity Metrics

Measuring Microbiome Diversity Metrics in nature.

I’ve spent way too many hours staring at spreadsheets filled with academic jargon, feeling like I was being sold a bill of goods by researchers who love complexity more than clarity. Most people will tell you that you need a PhD to interpret your data, or they’ll throw a dozen different Microbiome Diversity Metrics at …