~/talk

How to Build a Quokkabot

Talkat NDC Melbourne 2022 · 2022-06-20..06-24· [machine-learning, web-platform]
slides:none on file

A WhatsApp and email chatbot that identifies quokkas by sending images to Microsoft Custom Vision and returning a confidence score builds on Twilio WhatsApp, Custom Vision, SendGrid and Azure Functions. Training starts with ~50+ images per tag; early errors confuse wombats and kangaroos but accuracy reaches ~99% on familiar photos (dog classified 98% as not-quokka). Replies include a quokka photo or fact, results stream into Twilio Sync for a live dashboard, and the demo runs live with occasional retraining needed.

AI-written summary · about

  1. 0:00Start
  2. 14:57Image Classification
  3. 17:33Custom Vision
  4. 19:00Classify Image
  5. 30:46Quokka Facts
  6. 34:40Fun Facts about Quokkas
  7. 43:03Email
  8. 49:25Update Image Function
  9. 53:37Add a Twitter Bot
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