I build ML pipelines for healthcare and ship indie SaaS solo.
Biochemist by training, data scientist by trade. I design, build, deploy, and operate production ML pipelines, indie products, and open-source data tools — end-to-end.
Live products — built, deployed, operated by me
Learn code in 60-second daily lessons
Coding and data-science micro-lessons with progress tracking, exercises, and Stripe-powered subscriptions. Built and operated solo.
Django · PostgreSQL · Cloudflare R2 · Stripe · Render
Open bitsizelearning.com ↗Speak Japanese & French daily, with the right pronunciation
Daily lessons with browser-based speech recognition for pronunciation drills and JLPT N5–N1 grammar exercises.
Django · Edge TTS · Web Speech API · Google OAuth
Open bitsizelanguage.com ↗See your music taste through your data
Interactive dashboard exploring audio features, popularity, and listening trends across your Spotify library. Self-hosted on this site.
Django · Plotly.js · pandas · Spotify API
Open Spotify Explorer →Currently building
A multi-brand learning platform serving daily Japanese and French lessons (BitSize Language) and coding/data-science modules (BitSize Learning). Independently designed, built, and operated end-to-end. Recent additions include a Speak Challenge module with browser-based speech recognition and a JLPT-level Japanese grammar drilling app spanning N5–N1.
Django · PostgreSQL · Cloudflare R2 · Stripe · SendGrid · Edge TTS · Google OAuth
Recent case studies
View all projects →End-to-end ML pipeline classifying brain-tumor subtypes and predicting survival risk from CpG methylation profiles
Read case study →Benchmarking and predicting patient-reported depression severity at scale
Read case study →Benchmarking transfer-learning architectures on chest X-ray classification
Read case study →Specialties
97% glioma subtype accuracy · 78% PHQ-9 variance from EHR
Brain-tumor classification from DNA methylation. Depression-severity prediction from family-medicine records. Pipelines designed for the realities of clinical data — leakage controls, survival modeling, and explainability built in.
2 live SaaS brands · 1 unified Django backend
BitSize Learning (code) and BitSize Language (Japanese, French) both run on a single Django stack with brand detection middleware. I designed, engineered, and operate every layer — auth, payments, content, deploys.
6 peer-reviewed papers · 1 first-author
Co-authored work in genomics, multi-omics integration, and gut microbiome ecology. First-author study in Nutrients (2019). Open code and reproducible analysis pipelines underpin every contribution.
Health-data ML, applied research, or builder roles. Based in West Kelowna, BC.