Projects

Dissertations

Undergraduate theses, submitted for my dual degrees in Computer Science and Mathematics.

  1. Generative AI with Score-Based Diffusion Models

    Computer Science bachelor's thesis on score-based generative modeling with stochastic differential equations.

    PDF GitHub

    Generative AI with Score-Based Diffusion Models

  2. Poisson Processes for Spatial Point Pattern Analysis

    Mathematics bachelor's thesis about Poisson processes on general spaces and their applications on spatial statistics.

    PDF

    Poisson Processes for Spatial Point Pattern Analysis

Research

Work on machine learning methods and their applications, carried out alongside my studies.

  1. Finding hidden bias in large image datasets

    Interactive tool that breaks CLIP embeddings into human-readable concepts, so spurious associations in a dataset can be discovered rather than guessed in advance.

    PDF

    Finding hidden bias in large image datasets

  2. Probing frozen vision features for 3D geometry

    Study of how much multi-view geometric information self-supervised DINOv2 features already encode, and whether it can be recovered without training a large model.

    PDF

    Probing frozen vision features for 3D geometry

  3. Forecasting real-world events with fine-tuned LLMs

    Research project on teaching Large Language Models to make probabilistic forecasts using fine-tuned Llama-3-8B and prediction market data.

    PDF GitHub

    Forecasting real-world events with fine-tuned LLMs