Матвей СердюковMatt Serdukoff

Automated GitHub changelogs

A read-only GitHub App that turns each merged pull request into a reviewed changelog draft: dependency bumps and CI-only diffs are filtered out before any model call, then Claude writes a customer-facing note and a technical note per PR. Approved entries push to Slack and an in-app launcher widget, with Stripe-metered plans and Upstash QStash jobs so it runs serverless on Vercel.

Next.js / Supabase / GitHub Apps

3D globe and dashboard

Interactive WebGL globe over 177,000+ records from the Global Terrorism Database, plus a seven-view analytics dashboard covering trends, regions, attack types, targets, weapons, and hotspots.

React / Globe.gl / FastAPI

Behavioral ML pipeline

Random forest regressor predicting adolescent phone-addiction risk from behavioral survey data, tracked with MLflow and served through a FastAPI endpoint that always loads the latest registered model, with a Streamlit dashboard for exploration and live prediction.

Python / scikit-learn / MLflow

Lesion classification

Binary skin-lesion classifier (benign vs. malignant) trained on HAM10000, with four training pipelines across TensorFlow and PyTorch and export to Apple Core ML for on-device iOS/macOS inference.

TensorFlow / PyTorch / coremltools

Linux process monitor

Terminal process monitor in C++ with ncurses. Real-time procfs reads for CPU, memory, and threads, plus sorting, filtering, and signal dispatch.

C++ / ncurses / Linux

Stack

Python / Go / TypeScript / C++ / React / Next.js / FastAPI / Node.js / TensorFlow / PyTorch / scikit-learn / spaCy / Supabase / PostgreSQL / Docker / Linux