Projects

• Jun 26, 2025 - #python, #tableau, #speciesnet, #pandas, #ETL

  Comparing AI computer vision with Human Labeling

  We have AI results and volunteer contributed human labels for approximately 60,000 images.
  This post explores the relationships between human error and ai errors.

• Jun 20, 2025 - #python, #fastai, #html, #js, #gradio, #computervision, #CNN, #huggingface

  Deploying a computer vision model

  Training and publishing a computer vision model on the web.

  Try It Here!

  • 🧪 Lightweight JavaScript demo
    {you may need to visit the gradio/huggingface link below to wake up the app if it has been a while}
  • 🚀 Full-featured Gradio app
• Jun 7, 2025 - #ai, #html, #js, #cursor, #jules, #claude, #gpt4o

  Building a Webapp for Species Geofencing

  One of the issues we experienced with speciesnet classification was results where the species was not valid for our location. In speciesnet - specifying a geofence coordinate will cause missclassifications to move up to the highest level hierarchy - in most cases, this classifies an animal as “animal.”

• Jun 3, 2025 - #ai, #html, #next.js, #css, #copilot

  Catch A Vibe Code

  I joined an ai for conservation slack group recently. In that group, one of the developers of SpeciesNet (camera trap computer vision) and the creator of the MegaDetector object detection model, Dan Morris, hosted a “Vibe coding party” this week.