In this notebook, we'll use the MovieLens 10M dataset and collaborative filtering to create a movie recommendation model. We'll use the data from movies.dat and ratings.dat to create embeddings that will help us predict ratings for movies I haven't watched yet.
I've started posting more on Bluesky and I noticed that articles from my site didn't have social image previews 😔
I explored how embeddings cluster by visualizing LLM-generated words across different categories. The visualizations helped build intuition about how these embeddings relate to each other in vector space. Most of the code was generated using Sonnet.
Using Cursor, we can easily get a first pass at creating alt text for an image using a language model. It's quite straightforward using a multi-modal model/prompt. For this example, we'll use claude-3-5-sonnet-20241022.
Having completed lesson 5 of the FastAI course, I prompted Claude to give me some good datasets upon which to train a random forest model. This housing dataset from Kaggle seemed like a nice option, so I decided to give it a try. I am also going to try something that Jeremy Howard recommended for...
In this notebook/post, we're going to be using the markdown content from my blog to try a language model. From this, we'll attempt to prompt the model to generate a post for a topic I might write about.
In this notebook, we train two similar neural nets on the classic Titanic dataset using techniques from fastbook chapter 1 and chapter 4.
I use direnv to manage my shell environment for projects. When using a Jupyter notebook within a project, I realized that the environment variables in my .envrc file were not being made available to my notebooks. The following worked for me as a low-effort way to load my environment into the...
I upgraded to macOS Sequoia a few weeks ago. I had a feeling this update wasn't going to be trivial with my Nix setup, but after trying to upgrade to a newer package version on unstable, I got a message that seemed to imply I needed to upgrade the OS, so I went for it. Also, I was at least...
I added some configuration to this Hugo site allow access to the raw Markdown versions of posts. This enables you to hit URLs such as this to get the raw markdown of this post. You can find the same Raw link at the bottom of all my posts as well.