tfjs
| deno-deploy | tfjs | |
|---|---|---|
| 3 | 29 | |
| - | 18,124 | |
| - | 0.3% | |
| - | 8.6 | |
| - | 7 days ago | |
| TypeScript | ||
| - | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
deno-deploy
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Using Ultra, the new React web framework
Deno Deploy is a distributed serverless execution system that allows you to run JavaScript and TypeScript. It comes with V8 runtime and minimal latency and, like Cloudflare Workers, enables you to run code on edge. Ultra supports the official Deno Deploy GitHub action, which will allow you to serve static files on Deno Deploy.
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a first look at deno deploy
We will be deploying this script from a URL on GitHub. Install the Deno Deploy GitHub App.
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The Deno Company
Trying to signup for Deno Deploy, it asks for the 'Act on your behalf' github permission to make an account.
Clicking on 'Learn more about Deno Deploy' leads to https://github.com/apps/deno-deploy , which does not tell me more.
What does 'act on your behalf' mean for Deno Deploy?
tfjs
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JavaScript Libraries for Implementing Trendy Technologies in Web Apps in 2024
TensorFlow.js
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Deep Learning in JavaScript
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.
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Machine Learning in NodeJS || Part 1: TensorflowJS Basics
TensorflowJS GitHub Repository
- PyTorch Primitives in WebGPU for the Browser
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I want to talk about WebGPU
Also, Tensorflow.js WebGPU backend has been in the works for quite some time: https://github.com/tensorflow/tfjs/tree/master/tfjs-backend-...
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WebGPU Fundamentals
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
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Chrome Ships WebGPU
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-...
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How to get rotation (yaw/pitch/roll) from face detection keypoints?
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
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[P] Supporting neural network inference in web browsers
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.
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Tensorflow JS model crashing on mobile
Full docs and code: https://github.com/tensorflow/tfjs/tree/master/e2e/benchmarks/local-benchmark
What are some alternatives?
firecracker - Secure and fast microVMs for serverless computing.
face-api.js - JavaScript API for face detection and face recognition in the browser and nodejs with tensorflow.js
deno - A modern runtime for JavaScript and TypeScript.
webhl - WebHL is a fork of hlviewer.js that uses the File System Access API to load game assets direct from your computer rather than from a server.
nexe - 🎉 create a single executable out of your node.js apps
lightweight-human-pose-estimation.pytorch - Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.
deploy_examples - Examples for Deno Deploy
BlazePose-tensorflow - A third-party Tensorflow Implementation for paper "BlazePose: On-device Real-time Body Pose tracking".
ajcwebdev-deno
openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
create-ultra-app - A (mostly) blank Ultra project