smorrins ML Blog

Processing food orders with LangChain & Huggingface

In this blog post, I want to show how to integrate any LLM into a hypothetical business application - without vendor lock-in or required ML experience. We’ll be using LangChain and Huggingface models, not even an API key is required! Please mind that this is a post with two parts - in this first part we will experiment a bit before building a feasible solution in the second one.

Hands-on adversarial attack on traffic signs

Would you bet your life on a deep learning model trying to recognize a stop sign? In this post, I show why you shouldn’t (at least in theory) by exploring adversarial attacks hands on. Using subtle pixel changes, we’ll trick CNNs into misintepreting a stop sign - the one you’re seeing as a thumbnail is actually not recognized by the model!