freiberg-roman articles - 8 total
A Design Template for Your ML Project
The problem is self-evident. Researchers care more about original ideas and less about designing...
The 1 Principle to Build Regular Equivariant CNNs
The one principle is simply stated as 'Let the kernel rotate' and we will focus in this article on...
How the React Pattern Applies Outside of JS: A Case Study
Looking from an oblique angle, React solves a peculiar problem: how to make a static markup language...
How the Transformer Architecture Was Likely Discovered: A Step-by-Step Guide
As Transformers, and especially their attention mechanism, are a regular part of my work, I've often...
How I Work Fully Remote through SSH without Sudo Rights
The pinnacle of my dream setup wishlist was a fully functional terminal workflow. Throughout my...
Speed Up Your PyTorch Development Using Types
Types in Python are optional, but for any PyTorch project exceeding 1,000 lines of code, implementing...
Don't Know How to Structure Your Data Science Project? Try the Extended Clean Architecture Method
This project includes a PyTorch template. You just need to understand the basic concept behind it to...
Learn the Math of Diffusion Models (Enough to Reason about Ideas from Top-ML Conferences)
Diffusion models took off in recent machine learning conferences. This year, NeurIPS had around 400...