WebDNN
natural
WebDNN | natural | |
---|---|---|
3 | 4 | |
1,970 | 10,481 | |
0.0% | 0.2% | |
0.0 | 8.5 | |
about 1 year ago | 18 days ago | |
TypeScript | JavaScript | |
MIT License | MIT License |
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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
natural
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Categorize scraped products by using their title and/or description
I was now playing around with some NLP libraries. Like with Natural I tried to use this BayesianCalssifier()(See here) and then train it with the categories, series, and expansions. Same as above, sometimes works, sometimes no.
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Why do people curse JS so much, but also say it's better than Python
Natural: This is a library for natural language processing in JavaScript. It provides a wide range of functionality for tasks such as tokenization, stemming, and sentiment analysis.
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Site that tracks player mentions in /r/FantasyPL (with sentiment)
I used this one: https://www.npmjs.com/package/natural
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Programming for Art
These are just a few examples of all the awesome libraries in the JavaScript ecosystem that can help you create art and express your creativity. There are a lot more examples, such as Phaser.js for creating games, howler.js for working with audio, natural for natural language processing, etc.
What are some alternatives?
Keras.js - Run Keras models in the browser, with GPU support using WebGL
nlp.js - An NLP library for building bots, with entity extraction, sentiment analysis, automatic language identify, and so more
Synaptic.js - architecture-free neural network library for node.js and the browser
Brain.js - Simple feed-forward neural network in JavaScript
deeplearn.js
franc - Natural language detection
retext - natural language processor powered by plugins part of the @unifiedjs collective
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.
leven - Measure the difference between two strings with the fastest JS implementation of the Levenshtein distance algorithm