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  • Warszawa
  • 12:44 (UTC +02:00)

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horecdev/README.md

Michał Horecki

I like building AI type stuff from the ground up <3
Freshman CS student @ Warsaw University of Technology (EiTI).

Things I've built

  • GradCraft: a deep learning framework in C++/CUDA with an autograd engine, fused kernels and custom memory pools. Trained a 90M-parameter GPT on 1.5B tokens on a single RTX 3090, at 45-50% of PyTorch eager throughput.
  • Speech denoiser: an LSTM in NumPy, with handwritten backprop through time (BPTT) and STFT/ISTFT. Audio samples are in the repo.
  • Lyme detection pipeline: a 3-stage TensorFlow vision pipeline, built as a paid project.
  • SiamFC Tailgating Robot (IN PROGRESS): a robot built for under 30$ that locks onto any selected target and tailgates it.

...and many more. This README is not a spreadsheet of everything I have ever coded.

🔗 📄 CV (1 page) · X (Twitter) · Email

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  1. GradCraft GradCraft Public

    A C++ Autograd Engine written without ANY external frameworks. It can train a pretty big GPT locally. Built to maximize performance.

    C++ 1

  2. tailgater tailgater Public

    A robot that locks onto any object selected on the screen and chases it. The tracking part utilizes a SiamFC neural net, trained in PyTorch on GOT10k dataset.

    Python

  3. LSTM-denoiser-from-scratch LSTM-denoiser-from-scratch Public

    An audio denoiser based on the BiLSTM model architecture, built without any AI libraries.

    Python

  4. tiled-attn-fwd-3070ti tiled-attn-fwd-3070ti Public

    Tiled attention kernel vs PyTorch Naive vs PyTorch FA

    Cuda

  5. sgemm-3070ti sgemm-3070ti Public

    Naive vs Tiled vs cuBLAS GEMM benchmarked.

    Cuda