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Achievement: Pull Sharkx2Achievement: Pair ExtraordinaireAchievement: Quickdraw

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emre570/README.md

hi, i'm emre — ml systems & performance engineer.

i build and optimize inference systems for production: low-latency audio models, custom CUDA/CuTe-DSL kernels, and the surrounding infrastructure that makes them ship.

recent work:

  • shipped 430ms → 50ms STT latency in production (8.6x) via FP8 quantization, fused kernels, and CUTLASS EVT epilogues, see the blog
  • contributed Consumer Blackwell (SM120/SM121) support to Dao-AILab/quack — RMSNorm, softmax, cross-entropy kernels in CuTe-DSL (merged)
  • merged PR on NVIDIA/CUTLASS: Snake activation as a SM90 EVT op

focus: GPU kernel engineering, inference latency, and production deep learning systems.

linktr.ee/emre570

Pinned Loading

  1. NVIDIA/cutlass NVIDIA/cutlass Public

    CUDA Templates and Python DSLs for High-Performance Linear Algebra

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  2. Dao-AILab/quack Dao-AILab/quack Public

    A Quirky Assortment of CuTe Kernels

    Python 977 130

  3. cublade cublade Public

    Modular CUDA kernel library

    Cuda 2

  4. transformer.cu transformer.cu Public

    Transformer Architecture written with CUDA, C++ and LibTorch.

    C++ 10

  5. huggingface/computer-vision-course huggingface/computer-vision-course Public

    This repo is the homebase of a community driven course on Computer Vision with Neural Networks. Feel free to join us on the Hugging Face discord: hf.co/join/discord

    Jupyter Notebook 841 241

  6. huggingface/cookbook huggingface/cookbook Public

    Open-source AI cookbook

    Jupyter Notebook 2.7k 410