Projects

A collection of projects I've worked on, showcasing my skills and experience.

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Model Distillation for Deep Audio Representations

Model Distillation for Deep Audio Representations

Bachelor thesis investigating how large audio representation models such as BEATs can be distilled into lightweight student networks for deployment on hearable devices.

Audio Signal ProcessingDeep LearningKnowledge DistillationPyTorchRepresentation LearningModel Compression
Jass Agent using Monte Carlo Tree Search

Jass Agent using Monte Carlo Tree Search

A modular Jass-playing agent combining Determinized Monte Carlo Tree Search, neural trump prediction, and rule-based heuristics. The project evaluates algorithmic tradeoffs, MCTS convergence behavior, and distributed search under real-time constraints, culminating in a competitive tournament deployment.

Deep LearningReinforcement LearningPyTorch
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