tfjs VS awesome-teachable-machine

TensorFlow.js

Many people seem to be unaware of tensorflow.js, an official JS implementation of TF

https://github.com/tensorflow/tfjs

I'd love to see PyTorch in JS, but I think unless you get it running on the GPU it won't be able to do much.

TensorflowJS GitHub Repository

Also, Tensorflow.js WebGPU backend has been in the works for quite some time: https://github.com/tensorflow/tfjs/tree/master/tfjs-backend-...

It's a pity that tfjs never truly developed any decent ops. E.g. you need lgamma to implement the cap for zero-inflated poisson regression and tfjs simply doesn't have that: https://github.com/tensorflow/tfjs/issues/2011

People have been doing it for long with WebGL, see eg https://github.com/tensorflow/tfjs and https://cloudblogs.microsoft.com/opensource/2021/09/02/onnx-...

thanks, no not unity, going to show it as a demo with threejs + tensorflow on the web. I found a github request to add face orientation https://github.com/tensorflow/tfjs/issues/3835 looks like they assigned someone to add it but doesn't look like its available yet, but there's some posts about the math I can use to get rotations based on some of the landmarks

There already exist a wide variety of neural network inference engines that run in web browsers (e.g. TensorFlow.js and, my personal favorite for use with PyTorch models, ONNX Runtime Web), but pre- and post-processing has always required imperative manipulations on flat buffers rather than a clean ndarray interface.

Full docs and code: https://github.com/tensorflow/tfjs/tree/master/e2e/benchmarks/local-benchmark

We will create an machine learning model that can classify Arabic and English books. To collect, train, and test data, we will use Teachable Machine from Google.

Here is a similar tool and source

Setting up a Google Teachable Account To get started with Google Teachable, we need to create an account. To do this, visit https://teachablemachine.withgoogle.com/ and sign in with your Google account. Once you have signed in, you will be taken to the Teachable Machine dashboard where you create a new image project just like the image below:

Project in GitHub Web-App link SashiDo SashiDo Getting Started Guide Build a responsive website Build a responsive website from scratch Teachable Machine The Awesome Teachable Machine list Parse Documentation

https://teachablemachine.withgoogle.com/

Use that site to capture images from your web camera to find examples of each class of object and see if this tool can work for you.

A simpler solution in my mind would just be Google's Teachable Machine - https://teachablemachine.withgoogle.com

Use a Pi with a camera module and a passive infrared motion sensor. Take a bunch of photos of your cat and other cats, using the module and the PIR to trigger it. Manually label photos as `your cat` and `not your cat` and then use https://teachablemachine.withgoogle.com/ to retrain a model based on your cat's image. Then rig a big enough servo or stepper motor to open a cat door, and a big buzzer for other cats.