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    23 repositories

    • hinton-problems

      Public
      Stubs for the synthetic learning problems and toy datasets in Geoffrey Hinton's experimental papers (1981-2022)
      Python
      •0•0•1•8•Updated May 2, 2026May 2, 2026

    • sutro-problems

      Public
      Small reproducible problems for Sutro Group's energy-efficient learning research
      Python
      •3•0•1•3•Updated May 2, 2026May 2, 2026

    • ByteDMD

      Public
      Examples and checks for the ByteDMD metric of complexity
      Python
      •1•4•2•1•Updated Apr 30, 2026Apr 30, 2026

    • simplified-dally-model

      Public
      Simplified single-processor Manhattan-grid model for explicit communication cost (Dally, CACM 2022)
      Python
      •0•0•0•0•Updated Apr 30, 2026Apr 30, 2026

    • SutroYaro

      Public
      SutroYaro — Sutro Group research workspace for energy-efficient AI training. Point any coding agent at the repo and it becomes a research agent. 34 experiments,…
      machine-learningresearchopencode
      machine-learningresearchopencodepure-pythonenergy-efficiencygymnasiumai-researchrl-environmentcoding-agentsgemini-cli
      Python
      •
      The Unlicense
      •5•9•5•3•Updated Apr 25, 2026Apr 25, 2026

    • sparse-parity-challenge

      Public
      Submit a Python function that solves sparse parity. Auto-evaluated for accuracy, speed, and energy cost (DMD).
      Python
      •1•0•0•0•Updated Apr 19, 2026Apr 19, 2026

    • sutro

      Public
      Python
      •0•6•0•0•Updated Mar 27, 2026Mar 27, 2026

    • scaling-laws

      Public
      0•0•0•0•Updated May 4, 2025May 4, 2025

    • imagenet18

      Public
      Train ImageNet in 18 minutes on AWS
      Python
      •
      The Unlicense
      •19•134•6•1•Updated Mar 20, 2024Mar 20, 2024

    • pytorch-sso

      Public
      PyTorch-SSO: Scalable Second-Order methods in PyTorch
      Python
      •
      MIT License
      •22•149•5•0•Updated Oct 1, 2023Oct 1, 2023

    • autograd-hacks

      Public
      Python
      •
      The Unlicense
      •32•159•7•1•Updated Jun 8, 2022Jun 8, 2022

    • autotune

      Public
      Python
      •0•0•0•0•Updated Dec 11, 2020Dec 11, 2020

    • pytorch-lamb

      Public
      Implementation of https://arxiv.org/abs/1904.00962
      Python
      •
      MIT License
      •50•379•4•0•Updated Dec 9, 2020Dec 9, 2020

    • transformer-xl

      Public
      Training Transformer-XL on 128 GPUs
      Python
      •
      Apache License 2.0
      •767•141•12•0•Updated Jun 11, 2020Jun 11, 2020

    • autograd-lib

      Public
      Python
      •
      MIT License
      •7•33•2•1•Updated May 21, 2020May 21, 2020

    • gradient-checkpointing

      Public
      Make huge neural nets fit in memory
      Python
      •
      MIT License
      •279•2.8k•27•1•Updated Apr 26, 2020Apr 26, 2020

    • imagenet18_old

      Public
      Code to reproduce "imagenet in 18 minutes" DAWN-benchmark entry
      Python
      •
      The Unlicense
      •158•844•10•0•Updated Nov 24, 2019Nov 24, 2019

    • ncluster

      Public
      Lightweight interface to AWS
      Python
      •
      MIT License
      •5•47•53•0•Updated Oct 15, 2019Oct 15, 2019

    • pytorch-aws

      Public
      Example code for "PyTorch on AWS made easy"
      Python
      •0•6•0•0•Updated Aug 27, 2019Aug 27, 2019

    • aws-network-benchmarks

      Public
      Tools to benchmark AWS network performance
      Jupyter Notebook
      •2•7•0•0•Updated Jul 31, 2019Jul 31, 2019

    • pytorch-fd

      Public
      Implementation of fluctuation dissipation relations for automatic learning rate annealing.
      pytorchlearning-rate-scheduling
      pytorchlearning-rate-scheduling
      Python
      •
      MIT License
      •0•8•0•0•Updated Jul 24, 2019Jul 24, 2019

    • bflm

      Public
      Python
      •7•17•1•0•Updated Jun 8, 2019Jun 8, 2019

    • Megatron-LM

      Public
      Ongoing research training transformer language models at scale, including: BERT
      Python
      •
      Other
      •3.9k•16•0•0•Updated Apr 25, 2019Apr 25, 2019
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