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Javascript Machine Learning

This repository maintains a reading list of Machine Learning technologies, algorithms and API's focused on javascript.

Why Javascript?

  • Can run on any web client, the end user doesn't have to install anything.
  • Easy integration with device sensors such as camera, microphone, gyroscope, light sensor, etc.
  • End user does not have to send privacy-sensitive data to a server.
  • Easy integration with user interface and interactive elements.
  • Easy install process for developer, less sensitive to computer setup issues, python setup issues, version conflicts.
  • Convert your AI code to a web server with one line of code.
  • Can still use models trained in Python.
  • Training uses the same underlying C / GPU capabilities of your computer.

Python is used in the science community, so there are much more python libraries for math and computer science subjects available. Most AI tutorials will use python.


Contents




dog

Getting started with Machine Learning


Neural Networks in Javascript


Algorithms in Javascript


Language models and API's for Javascript


Image recognition


Speech


Loading and evaluating data


Datasets


Community


Cloud GPU

Cloud GPU enables you to train models with large amounts of data on professional infrastructure.


Hosting

To host a node.js project, the best option is to create a serverless app. There are several providers that offer free node or serverless hosting options:

  • vercel.com
  • netlify.com
  • deno.com
  • amazon serverless
  • huggingface spaces
  • codesandbox.com
  • github codespaces
  • stackblitz.com

Random links

A collection of interesting links, tools and tutorials

playground

Disclaimer

Since the field of AI is evolving so rapidly, some links may be outdated. This list is maintained by Erik Katerborg.

Last updated: 22 january 2024.


SelfDrivingCar

https://xkcd.com/1925/