SvelteTF

this is a typescript version of the library built by John Kane: https://github.com/john--kane/svelteml

:warning: W.I.P. not ready for production use :warning:

:warning: For personal use and focusing on face detection for now... :warning:

Overview 🤖 📖

The purpose of SvelteTF is to offer simple Components that can make ML more accessible. It leverages TensorflowJS to offer Svelte apps ML features out-of-the-box. It relies heavily on Svelte's reactivity feature and event hooks can be used to extend out the ML flow. e.g. on:poses in the Pose Estimator will give you the raw poses directfrom TensorflowJS.

Quick Start

npm install sveltetf --save

What's inside?

Classification / Segmentation

• Image Classification
• Body Segmentation
• Basic Multi-Pose Estimation
• Object Detection

Text-based inference

• Sentence Encoding
• Text Toxicity
• Question and Answers

Image Effects

• Blur Body Parts
• Bokeh Effect
• Face Landmarks Detection
• Hand Pose Detection

Experiments

• Switching to Lerna for multiple repos so the lib can expand in the different areas. Also helpful for tfjs3 when it will have code-splitting 😃
  • @sveltetf/ui
  • @sveltetf/classification
  • @sveltetf/segmentation
  • @sveltetf/automl
  • @sveltetf/text
  • @sveltetf/audio
• Unlock slots with Facial recognition, maybe use faceapi.js
• Demo site for more details
• Audio and speech recognition features
• Additional models using the lower level tfjs apis
• .... and a few other top secret ideas 🤭

Note

All Components try to be reactive so although it feels very declarative, it is also reacting to your input. Add an issue in Github if you need a specific behaviour or if there is a bug or would like to recommend something. You know the drill.