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Linear A makes machine learning viable on emergent execution environments.

We are witnessing a marvel of machine learning transforming human productivity and creativity. However, software and hardware restrictions make it nearly impossible for developers to harness these capabilities in emergent execution environments, notably zero-knowledge-proof systems.

Linear A addresses the problems faced by this burgeoning trio of machine learning practitioners, system architects, and hardware designers through open-access, collaboratively-engineered initiatives.

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  1. research research Public

    repository for machine learning algorithms and systems on emergent runtimes

    Python 22 1

  2. tachikoma tachikoma Public

    Forked from apache/tvm

    neural network inference standard for zero-knowledge-proof systems

    Python 33 2

  3. uchikoma uchikoma Public

    essentialist neural network transpiler for non-floating-point runtimes

    Python 29 2

  4. Halide Halide Public

    Forked from halide/Halide

    a language for fast, portable data-parallel computation

    C++

Repositories

Showing 10 of 11 repositories
  • tachikoma Public Forked from apache/tvm

    neural network inference standard for zero-knowledge-proof systems

    zk-ml/tachikoma’s past year of commit activity
    Python 33 Apache-2.0 3,544 0 0 Updated Oct 9, 2023
  • research Public

    repository for machine learning algorithms and systems on emergent runtimes

    zk-ml/research’s past year of commit activity
    Python 22 1 0 0 Updated Jan 31, 2023
  • nanoGPT Public Forked from karpathy/nanoGPT

    The simplest, fastest repository for training/finetuning medium-sized GPTs.

    zk-ml/nanoGPT’s past year of commit activity
    Jupyter Notebook 0 MIT 6,156 0 0 Updated Jan 30, 2023
  • Halide Public Forked from halide/Halide

    a language for fast, portable data-parallel computation

    zk-ml/Halide’s past year of commit activity
    C++ 0 1,086 0 0 Updated Nov 21, 2022
  • tachikoma-poc-runtime Public

    (to-be) proof-of-concept ZEXE runtime for the tachikoma standard

    zk-ml/tachikoma-poc-runtime’s past year of commit activity
    Python 7 0 0 0 Updated Nov 14, 2022
  • .github Public

    Linear A

    zk-ml/.github’s past year of commit activity
    0 0 0 0 Updated Nov 13, 2022
  • uchikoma Public

    essentialist neural network transpiler for non-floating-point runtimes

    zk-ml/uchikoma’s past year of commit activity
    Python 29 2 0 0 Updated Nov 7, 2022
  • linear-a-site Public
    zk-ml/linear-a-site’s past year of commit activity
    0 0 0 0 Updated Nov 7, 2022
  • linear-regression-demo Public

    private quantized linear regression on Ethereum

    zk-ml/linear-regression-demo’s past year of commit activity
    Solidity 214 18 1 0 Updated Aug 13, 2022
  • ZEN Public Forked from UCSB-TDS/ZEN

    zero knowledge proof for NN inference

    zk-ml/ZEN’s past year of commit activity
    Rust 1 11 0 0 Updated Sep 13, 2021

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