Introduce AID - A system that helps you run machine learning models

Xiaozhe Yao — Mon, 13 Sep 2021 23:31:32 +0000

Hi all! In the past, when I was trying to run some existing machine learning algorithms/models, it usually takes me a lot of time (finding dependencies, etc.). Hence we made a system that can be used to find existing models, download them and run them easily.

Here's a YouTube Demo:

GitHub:

autoai-org / AID

One-Stop System for Machine Learning.

A.I.D

Aid your entire A.I activity
Explore the docs »

Video Demo · Report Bug · Request Feature

AID is still under heavy development and APIs may change!

Intro

AID is a DevOps System that is dedicated to machine learning. It consists of the following components:

Machine Learning Package Manager that could search, download, and deploy machine learning models.
A dashboard to monitor the status of installed services, trigger build, test/evaluate services.
A registry that provides plugins for notifications, security checks, etc.

Usage

For more examples, please refer to the Documentation.

Roadmap

See the open issues for a list of proposed features (and known issues).

Models

We share our officially tested models with our github organization aidmodels. We are also working on an open registry that could provide you with more features…

View on GitHub

I am looking forward to your feedback!

Note: The system is still under heavy development and should not be used in serious environment :( .

Looking for Contributors and Sponsors for CVPM (Computer Vision Package Manager)

Xiaozhe Yao — Thu, 11 Oct 2018 15:54:01 +0000

Documents： https://cvpm.autoai.org/
GitHub: https://github.com/unarxiv/cvpm

中文介绍(Chinese Intro): https://zhuanlan.zhihu.com/p/45672318

CVPM (Computer Vision Package Manager) is an open source software to help developers download, install and run computer vision services. It is the 'pip' for computer vision.

Though it is still in a very early stage and not recommend for use in production (actually, I do not recommend you to try it now because it may contain unknown bugs), We'd like to invite adorable developers to join us. We have a roadmap draft as below:

Complete the test cases and docs.
Complete the Model Hub. (Prototype is at https://hub.autoai.org)
Complete packages for some classic tasks as "Official Repo"
Complete third party package upload.

As an open source software, I am really sorry that we cannot promise you anything. But the following is what I can do:

We will have an Authors List for all the contributors.
There will be logo banner and donors page at the bottom of our Model Hub for sponsors.

If you are interested, please contact me at xiaozhe.yaoi@gmail.com, or you can post a GitHub Issues.

DEV Community: Xiaozhe Yao