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Achievement: Pair Extraordinairex2Achievement: QuickdrawAchievement: StarstruckAchievement: YOLOAchievement: Pull Sharkx3Achievement: Public SponsorAchievement: Arctic Code Vault Contributor

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iliailmer/README.md

Ilia Ilmer

ML systems, research software, and low-level implementations.

Machine Learning Engineer at Clio. I build applied ML systems and research software.

Previously at BILL. PhD in Computer Science from the CUNY Graduate Center.

Tools: Python, Rust, C/C++, PyTorch, LLM systems, AWS

Selected work

  • ParameterEstimation.jl — ODE parameter and initial-condition estimation; the main software output of my PhD.
  • tinyflow — flow matching from scratch in tinygrad.
  • llama-tinygrad — a minimal Llama 3.2 inference engine in tinygrad.
  • smol-autograd — a small C automatic-differentiation library with Adam.

Links

Website · LinkedIn · Google Scholar

Pinned Loading

  1. ParameterEstimation.jl ParameterEstimation.jl Public

    ParameterEstimation.jl is a Julia package for estimating parameters and initial conditions of ODE models given measurement data.

    MATLAB 31 8

  2. tinyflow tinyflow Public

    Flow Matching implemented in tinygrad

    Python 1

  3. llama-tinygrad llama-tinygrad Public

    tiny inference engine for llama 3.2

    Python

  4. smol-autograd smol-autograd Public

    trying to build a smol automatic differentiation library in the spirit of micrograd with adam optimizer

    C