👋 About Me

I'm a mathematician and machine learning engineer, focused on building robust, data-driven systems for medical applications. My work spans applied ML, statistical modeling, time series segmentation, and software infrastructure for data-heavy applications. I enjoy designing tools that are not only effective but also maintainable and intuitive to use.

🔗 Blog: https://www.probableodyssey.blog/ — I write about machine learning, software engineering, and the occasional mathematical curiosity.

🔧 Tools & Interests

• 🧠 Machine Learning · 🔍 NLP · 📊 Time Series · 🖼️ Image Analysis
• 🐍 Python · ⚙️ PyTorch · 🐘 PostgreSQL · 🐳 Docker · ☁️ GCP & AWS
• 📈 Data pipelines · 🧪 Experimentation frameworks · 🛠️ MLOps
• 🧵 I'm also interested in Julia, dynamical systems, and stochastic processes.

🎯 Currently exploring self-hosted LLMs, privacy-focused ML pipelines, and ways to make scientific computing more efficient and accessible.

📍 Based in the inner city. Powerlifter. Likes chaos (theoretical and practical).

💚 Charity Support

I’m proud to support ALS Therapy Development Institute (ALS TDI), a global organization dedicated to ALS drug development and open research. All of my public code is free to use. To show your appreciation, consider sending a donation.

👉 Learn more or contribute here: https://www.als.net/

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🚀 Notable Projects

• nfm-param-ranking - Julia implementation of a random forest approach to ranking parameter importance in a neural PDE, adapted from Ferrat et al. 2018
• vim-chat - Asynchronous AI chat in Vim
• vim-sage - Reminder system from your .vimrc comments
• tuner - A web app using a vector database to match peoples music taste
• vim-convict - Conventional commits extension for vim-fugitive
• foxtail - Query and post about recent bookmarks in Firefox
• torchaudio-filters - Highpass and lowpass filters using torchaudio
• pandas-intervals - Pandas extension for vectorised operations on tables of intervals
• quaker - Simple Python wrapper for USGS API
• sudoku-py - Sudoku generator and solver
• captioneer - Generate captions for a collection of images