Computer Scientist, AI/ML Engineer, and Climber — passionate about algorithms, competitive programming, and building intelligent systems.

Full profile: github.com/mathemage

• CompetitiveProgramming — my solutions from various online programming contests & practices [C++, Python]
• TensorCFR — Counterfactual Regret Minimization + Neural Networks [TensorFlow]
• mc-dropout-u-net-vaihingen — U-Net with Monte Carlo dropout for aerial image segmentation [PyTorch]
• tensorflow/tensorflow#53574 — contribution PR to TensorFlow main repo
• xphi-lhcb — analysis tools for CERN LHCb experiment (Ξ physics) [C++]

• QHack-2021 — repo for QHack: the quantum machine learning hackathon [Python]
• FUP-programming-exam — programming exam questions for Functional Programming class [Lisp, Haskell]
• neural-style — neural style transfer experiments [TensorFlow, NumPy]
• RegEx-DFA — regex to DFA implementation [Haskell]
• htools — helper tools and scripts [Haskell]

Sorted latest first.

• preference-model-initial-assessment — RL-style Llama decoder block assessment with scratch-built RMSNorm, RoPE, GQA, and SwiGLU plus automated judge/test validation [Python, PyTorch, pytest, GitHub Actions]
• mindwell-assignment-ai-engineer-2026 — production-ready CBT assistant MVP with cited RAG answers, multi-agent safety checks, and privacy controls [Python, FastAPI, PostgreSQL]
• mindwell-assignment-2026 — AI CBT assistant MVP with RAG, safety guardrails, privacy-first handling, and evaluation tooling [Python, FastAPI, PostgreSQL]
• tv-nova-ai-assignment-2026 — TV audience share forecasting pipeline with EDA, deep-learning models, and Dockerized prediction service [Python, PyTorch, FastAPI]
• scio-assignment-2026 — real-time student progress monitor with teacher/student roles, QR group joining, and chat-based tracking [Python, FastAPI, React]

• endgames-master-thesis — MSc thesis on combinatorial game theory endgames
• AlphaGo-presentation — slides on “Mastering the Game of Go”
• CapsuleGAN-presentation — presentation on GANs with capsules
• AGT-spring-school-of-combinatorics-2014 — Spring School of Combinatorics materials
• separation-axioms — BSc thesis on topology separation axioms

• 📧 mathemage@gmail.com
• 💼 linkedin.com/in/mathemage
• 🌐 mathemage.github.io
• 🐦 @mathemage — sharing AI, math & programming insights