Deriving the Derivative for a softmax cross entropy
A simple walkthrough to deriving the derivative ( with code ) for the cross entropy loss
A simple walkthrough to deriving the derivative ( with code ) for the cross entropy loss
How to use context-aware RAG and pydantic validation to allow GPT to generate code on a new UI Library
How to simulate a red-team attack on your own models to improve their robustness
Configure File Uploads to R2 from NextJS's new App directory using Server Actions
Revising my original article on implementing magic links with Next-Auth, NextJS and Prisma to use Resend and Kysely instead.
Using AWS Lambda with Langchain is hard - but not impossible. This article will show you how to use Docker to build a Lambda compatible image and deploy it to AWS with a staging and prod environment setup.
I recently took some time building out some simple models to classify tweets on kaggle - let's walk through and see what I managed to build
Using LLMs to automatically tag and categorize your favourite eating spots
Implementing persistent conversational memory
How to debug a Not Implemented Error in FastAI in lesson 1
It's a bit tricky to set up Next Auth with NextJS. Let's walk through the entire process from start to finish.
Implementing an Event-Driven approach for whisper transcriptions
R2's really cheap with zero egress - you should take advantage of it.
I've been working on a new website for a while now. Here's what I've learned.