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/
🚀 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
.vimrccomments - 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