Introduction

A few months ago I discovered fast.ai’s fastbook. It was released in August with an accompanying set of YouTube videos that serves as an introductory course in the topic of deep learning. The content is made very approachable by the authors Jeremy Howard, Rachel Thomas, and Sylvain Gugger.

I already had a cursory knowledge of AI having taken a class in college, but I wanted to dive deeper into the inner workings — ideally all the way to the metal. I purchased the book on Amazon in August, but I’ve been slow to go through it since some of the video lectures are rather long, and I learn far better by reading and doing versus listening.

This week I’ve decided to pick up where I left off. I had been thinking about starting a early today (why not), and one of the sections of the book/lecture specifically calls out the advantages of starting your own blog which is rather strange for a book about deep learning. Anyway, that section of the book pushed me over the edge, so now here we are.

To give a quick introduction of myself: My name is Jerred Shepherd. I’m a software engineer working at Amazon Web Services. I work on problems regarding distributed systems and scalability which has been really fun. I love computers and programming, and I often spend my free time working on side projects as a hobby.

Recent posts from blogs that I like

Battle Drones - a vibe coded RTS with audio-based multiplayer

via Simon Willison

LogUI 1.2 fixes selection and focus in macOS 27

This works around an infuriating bug in SwiftUI that prevents full selection of log entries. Essential when using in macOS 27 Golden Gate.

via The Eclectic Light Company

Laypeople support technical fields for technology, not art

Some people think that LLMs should not be used in technical fields like programming or mathematics, because those fields are actually art. True or not, this kind of argument is not going to be persuasive to the general population. The argument goes something1 like this:

It doesn’t matter how effect...

via Sean Goedecke