Fixed some silly bugs in auditus and started using a domain-specific embedding model for the @kaggle.com BirdCLEF2025+ competition.

Now we are getting somewhere! 🤩

Explore the embeddings here:
kaggle.com/code/carlole...

Curious what you can do with these embeddings? A great use case is to visualize with UMAP to find patterns and verify how good the embeddings are for ML modelling. Here I analyze 206 species from audio in the BirdCLEF+ 2025 @kaggle.com competition:

kaggle.com/code/carlole... (3/5)

This is a game changer for interactive blog posts! Marimo Snippets allow you to embed Python apps directly in your web apps. In this new post I show you how to do this using FastHTML.

Blog post:
carlo.ai/til/marimo-s...