~/talk

NativeScript Vue + ML = The Great MiniBar Challenge: MixoLogy

Talkat Vue.js Amsterdam 2019 · 2019-02-14..02-15· [react-native, machine-learning]
slides:none on file

A native mobile app called Mixology gets built with NativeScript-Vue and a scraped mr. Boston API of 995 mr. Boston recipes imported into Firebase for queries, plus an image pipeline: Google Cloud Vision fails to identify small bottles so a MobileNet model is retrained via TensorFlow for Poets and converted to a TF Lite quantized model (works but loses accuracy, e.g. recognitions drop to ~48%), and a playful generator uses textgenrnn generated 500 recipes with a shake-to-reveal UI; demos partially succeed.

AI-written summary · about

  1. 0:00Introduction and context
  2. 4:31The minibar project premise
  3. 6:12Data acquisition strategy
  4. 11:23Scaffolding the mobile app
  5. 13:40Database integration
  6. 17:23Training custom ML models
  7. 24:55Generating creative content
  8. 28:48Conclusion and resources
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