tfjs
Brain.js
| tfjs | Brain.js | |
|---|---|---|
| 29 | 13 | |
| 18,124 | 14,195 | |
| 0.3% | 0.3% | |
| 8.6 | 5.7 | |
| 8 days ago | 2 months ago | |
| TypeScript | TypeScript | |
| Apache License 2.0 | MIT License |
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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
Brain.js
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JavaScript Libraries for Implementing Trendy Technologies in Web Apps in 2024
Brain.js
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Gotta consider every possibility
One, Two, Three, and so on. ANYone does use JS for machine learning. Though that's unconventional, python is by far the leading language for ML. Maybe you meant to say "EVERYone"?
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Building a Basic Neural Network with Brain.js
for more details please check brain.js official documentation.
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Why do people curse JS so much, but also say it's better than Python
Brain.js: This is a library for training and deploying neural networks in JavaScript. It provides a simple and flexible API for building feedforward and recurrent networks.
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Picking a programming language
Next comes machine learning: thought you'd use python for that? Tensorflow? Wrong. You use brain.js for that. 😎
- Brain.js: GPU Accelerated Neural Networks in JavaScript
- Brain.js: GPU accelerated Neural networks in JavaScript (for Browsers and Node.js)
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Top 5 JavaScript Libraries for Machine Learning, Deep Learning
Brain.js
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Node.js Packages and Resources
Brain.js - Machine-learning framework.
What are some alternatives?
face-api.js - JavaScript API for face detection and face recognition in the browser and nodejs with tensorflow.js
Bitcoin - Bitcoin Core integration/staging tree
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.
Cytoscape.js - Graph theory (network) library for visualisation and analysis
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.
turf - A modular geospatial engine written in JavaScript and TypeScript
BlazePose-tensorflow - A third-party Tensorflow Implementation for paper "BlazePose: On-device Real-time Body Pose tracking".
nsfwjs - NSFW detection on the client-side via TensorFlow.js
openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
ipfs - IPFS implementation in JavaScript
firecracker - Secure and fast microVMs for serverless computing.
js-git - A JavaScript implementation of Git.