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tfm000/README.md

Hi there, I'm Tyler 👋

I'm a Quant Researcher at Antarctica Asset Management, building quantitative tools for alternative investments. I spend most of my time writing Python — whether it's probability modelling, risk analysis, or portfolio optimisation.

I hold a BSc Financial Mathematics & Statistics from LSE and an MSc Data Science & Machine Learning from UCL.


What I'm building 🔭

🔹 CopulAX — JAX-based probability modelling library with an emphasis on low-dimensional optimization. Univariate, multivariate, and copula distribution fitting with JIT compilation and autodiff support. PyPI build

🔹 Diana — Locally hosted text-to-speech document converter. Turns PDFs, EPUBs, webpages, and news feeds into MP3 audio using local (Kokoro, Piper) or cloud (OpenAI, ElevenLabs) TTS engines. Includes an AI-powered news aggregator and LLM text cleaning. Built with Streamlit.

🔹 SklarPy — Copula fitting in Python. Implements Gaussian, Student-T, Skewed-T, Generalized Hyperbolic copulas and 100+ univariate distributions via scipy.stats, with integrated parameter fitting and visualisation. PyPI


Tech 💻

🔹 Languages: Python · SQL

🔹 Libraries: JAX · PyTorch · NumPy · SciPy · statsmodels · pandas · scikit-learn · Streamlit

🔹 AI/ML: Deep Learning · Bayesian ML/DL · Reinforcement Learning · Mamba Models · Transformer Models · Computer Vision


📫 How to reach me:

🔹 LinkedIn: Tyler Mitchell

Pinned Loading

  1. copulax copulax Public

    JAX based probability modelling

    Python 7

  2. sklarpy sklarpy Public

    Copula fitting in Python.

    Python 13 3

  3. diana diana Public

    Locally hosted Text-to-Speech Document Converter

    Python 2