1. 01

    Python · Reinforcement Learning · Neural Nets

    MuZero Knockoff

    From-scratch reimplementation of DeepMind's MuZero applied to 2048. Three neural networks trained jointly through backpropagation through time — the agent improves entirely through self-play without ever being told the rules.

    GitHub →
  2. 02

    PyTorch · MONAI · Computer Vision

    Medical Image Analysis

    Computer Vision final project using MONAI to analyze 3D medical scans for breast cancer detection. Compared DenseNet and ResNet architectures for the Odelia 2025 grand challenge.

    Odelia 2025 →
  3. 03

    HTML · CSS · JavaScript · D3.js

    Home Page

    This website — a personal portfolio with CV and project showcase. Features a D3.js orthographic globe, scroll-driven journey section, full-screen project viewer, and dark/light theme toggle.

    GitHub →
  4. 04

    Python · ML · Data Analysis

    F1 DNF Analysis

    Analysis and modelling of Did Not Finish outcomes in Formula 1 using historical race data. Tested SVM, Random Forest, Logistic Regression, and Neural Nets. Group project for MECENG278 at UC Berkeley.

    GitHub →
  5. 05

    SQL · Python · DBMS

    Airport DB

    Airport database simulation using a SQL backend and Python CLI interface. Built from a Relational Schema as part of TDT4145 Database Management Systems at NTNU.

    GitHub →
  6. 06

    Python · JAX · Neural Nets

    PID-controller

    JAX-based controller project comparing a classical PID-controller against a Neural Net controller across three plants: Bathtub, Thermostat, and Cournot market competition.

    GitHub →
Work
01 / 07

Python · Reinforcement Learning · Neural Nets

MuZero Knockoff

From-scratch reimplementation of DeepMind's MuZero applied to 2048. Three neural networks trained jointly through backpropagation through time — the agent improves entirely through self-play without ever being told the rules.

View on GitHub →

PyTorch · MONAI · Computer Vision

Medical Image Analysis

Computer Vision final project using MONAI to analyze 3D medical scans for breast cancer detection. Compared DenseNet and ResNet architectures for the Odelia 2025 grand challenge.

View Odelia Challenge 2025 →

HTML · CSS · JavaScript · D3.js

Home Page

This website — a personal portfolio with CV and project showcase. Features a D3.js orthographic globe, scroll-driven journey section, full-screen project viewer, and dark/light theme toggle.

View on GitHub →

Python · ML · Data Analysis

F1 DNF Analysis

Analysis and modelling of Did Not Finish outcomes in Formula 1 using historical race data. Tested SVM, Random Forest, Logistic Regression, and Neural Nets. Group project for MECENG278 at UC Berkeley.

View on GitHub →

SQL · Python · DBMS

Airport DB

Airport database simulation using a SQL backend and Python CLI interface. Built from a Relational Schema as part of TDT4145 Database Management Systems at NTNU.

View on GitHub →

Python · JAX · Neural Nets

PID-controller

JAX-based controller project comparing a classical PID-controller against a Neural Net controller across three plants: Bathtub, Thermostat, and Cournot market competition.

View on GitHub →

Endurance · Team Dynamics · Performance Under Pressure

Beer Mile

A two-year longitudinal study in human resilience and determination. Team Lynrask's consecutive Beer Mile campaigns (2025–2026) demonstrate consistent improvement across key performance metrics and an unconditional commitment to crossing the finish line.

View results →
MuZero architecture diagram
MuZero MCTS
MuZero backpropagation through time
MuZero implementation
MRI data augmentation
MRI model results
Website dark mode
Website light mode
F1 DNF analysis report
Berkeley image
Airport DB ER schema
Airport DB CLI interface
Trondheim img
PID Controller report
Beer Mile 2025 podium — Team Lynrask
Beer Mile 2025 — Team Lynrask
Beer Mile 2025 — Team Lynrask
Beer Mile 2025 — Team Lynrask