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@autoai-org

AutoAI

Hi there!

Hi there! At AutoAI, we're building gears for the future of machine learning - A more automatic, more accessible and more flexible machine learning. Initially we were funded by the innovator fellowship from ETH Library Lab for the project AID, and later on continued as a free community for anyone to work together on demoncratizing machine learning.

What we do

Systems for MLOps

  • Project AID: With Project AID, we are trying to build a platform that everyone can upload, share and reuse machine learning models. It is like the App Store, the NPM, and the Python Package Index, but for machine learning models. Documents and Model Hub.
  • ShiFTML: ShiftML is an efficient and flexible search engine for transfer learning. Documents.
  • TinyNet: TinyML is a simple, lightweight machine learning framework implemented in pure Python, for educational purpose. Documents.

Data-Centric AI Development

  • Data Cleaning Challenge @ DataPerf: With the data cleaning challenge, we hope to direct human attention (cleaning efforts) toward data examples that matter more to the improvement of ML models.

ML Systems at Larger-Scale

  • GMService: A modular framework for serving generative models.
  • FFMZip: FFMZip is a system for efficiently serving finetuned foundation models.
  • FMEngine: Experimental Training/Serving framework for foundation models.

Please stay tuned for more news and updates :)

Want to contribute?

Join our Discord and talk to us!

Pinned

  1. AID AID Public

    One-Stop System for Machine Learning.

    TypeScript 323 36

  2. OpenComputeFramework OpenComputeFramework Public

    Go 20 3

  3. Tinyml Tinyml Public

    The Neural Network Framework Implemented in Pure Python.

    Python 9 2

  4. ShiftML ShiftML Public

    Search Engine for Pretrained ML Models

    Python

  5. fmengine fmengine Public

    Forked from eth-easl/fmengine

    Scripts for training large models and compression experiments

    Python 1

Repositories

Showing 10 of 25 repositories

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