WebDNN
Synaptic.js
WebDNN | Synaptic.js | |
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3 | 2 | |
1,970 | 6,911 | |
0.0% | - | |
0.0 | 0.0 | |
about 1 year ago | over 3 years ago | |
TypeScript | JavaScript | |
MIT License | GNU General Public License v3.0 or later |
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WebDNN
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I want to talk about WebGPU
I haven't tried it myself, but it looks like several are already looking at implementing machine learning with WebGPU, and that this is one of the goals of WebGPU. Some info I found:
* "WebGPU powered machine learning in the browser with Apache TVM" - https://octoml.ai/blog/webgpu-powered-machine-learning-in-th...
* "Fastest DNN Execution Framework on Web Browser" https://mil-tokyo.github.io/webdnn/
* "Google builds WebGPU into Chrome to speed up rendering and AI tasks" https://siliconangle.com/2023/04/07/google-builds-webgpu-chr...
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Get started with GPU Compute on the web
I think WebDNN[0] is working on enabling this sort of thing using WebGPU compute as a backend, but no experience with ML myself sorry. I do think WebGPU's compute API would be sufficient for ML inference, but can't say for sure.
[0] https://mil-tokyo.github.io/webdnn/
- webdnn: the fastest DNN running framework on Web Browser
Synaptic.js
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JavaScript Libraries for Implementing Trendy Technologies in Web Apps in 2024
Synaptic.js
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Why do people curse JS so much, but also say it's better than Python
Synaptic: This is a library for building and training neural networks in JavaScript. It provides a flexible and modular architecture for building feedforward and recurrent networks.
What are some alternatives?
Keras.js - Run Keras models in the browser, with GPU support using WebGL
Brain.js - Simple feed-forward neural network in JavaScript
deeplearn.js
ConvNetJS - Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser.
Synapses - A group of neural-network libraries for functional and mainstream languages
Tesseract.js - Pure Javascript OCR for more than 100 Languages 📖🎉🖥
Dannjs - Easy to use Deep Neural Network Library for JavaScript.
Mind.js - A neural network library built in JavaScript
neurojs - A JavaScript deep learning and reinforcement learning library.
DN2A - Dynamic Neural Networks Architect