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usman7384/README.md

Hi, I'm Usman 👋

LinkedIn Email

I'm a machine learning engineer based in the south of France with two lines of work. One is LLM research: pretraining, ablations, and figuring out what actually makes these models tick. The other is geometric deep learning for CAD and CAE, teaching neural networks to understand 3D geometry so that engineers get answers in milliseconds instead of waiting on a simulation. I'm happiest somewhere between the two: reading a paper in the morning, breaking it by the afternoon, and shipping whatever survived.

I came to ML from software engineering, so I care a lot about models that hold up outside the notebook and about research done honestly, with real baselines and enough seeds to trust the result.

Outside of work I'm part of the Global Shapers community in Nice, I write about AI and engineering on LinkedIn, and I once built a VS Code extension that plays a sound every time your code fails. It is deeply unhelpful and I regret nothing.

Open to ML and LLM engineer roles in France and across Europe. Say hi!

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  1. modernized-nanogpt modernized-nanogpt Public

    Forked from karpathy/nanoGPT

    A controlled, single-GPU benchmark of modern GPT architecture against the original GPT2.

    Python

  2. llm-finetuning-update-spectra llm-finetuning-update-spectra Public

    Code and results for "Rank Measures of Fine-Tuning Updates Need a Noise Baseline": rank measures of LLM fine-tuning updates (SFT, DPO, controls, 13 released model pairs) compared against noise.

    Python

  3. brepgraph brepgraph Public

    Turn B-rep CAD files (STEP) into ML-ready face-adjacency graphs for GNNs. pip-installable. UV-Net and BrepMFR style features, PyG/DGL adapters, Plotly visualization.

    Python

  4. forming-surrogates forming-surrogates Public

    A sandbox from a verified ring-compression simulation to surrogate models and a simulated forging press: can a press read friction from its force signal? FE solver, Bayesian identifiability, Gaussi…

    Python

  5. forth forth Public

    Introducing a Forth interpreter, a powerful tool for executing Forth code efficiently. Harnessing the simplicity and performance of Forth, this interpreter provides a seamless experience for execut…

    TypeScript 2

  6. pythondnsclient pythondnsclient Public

    Dive into networking with our Python DNS client. Resolve domain names to IP addresses and vice versa seamlessly. Explore the codebase and integrate DNS functionality into your Python projects effor…

    Python