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iasonsky/README.md

πŸ’« About Me

πŸ‘‹ Hi, I'm Iason Skylitsis: an MSc Artificial Intelligence student at the University of Amsterdam, currently writing my thesis at QurAI (Amsterdam UMC) on label-efficient 3D segmentation for body composition analysis in CT scans. I'm drawn to causality, medical AI, and the builder side of research: taking models out of notebooks and shipping them as real tools, from production ETA predictors to hackathon products with paying users in 48 hours.


🌱 What I'm Working On Right Now

  • Master's thesis: few- and zero-shot 3D segmentation of novel tissue classes using foundation model encoders (DINO, TAP-CT) on CT scans
  • Causal discovery meets bandits: extending Structural Causal Bandits to equivalence classes (CPDAGs, PAGs)
  • canvas-dl: a CLI that downloads and organises Canvas course files in seconds

🀝 Open to Collaborations In

  • Causal inference and causal discovery research
  • Medical imaging and AI for healthcare
  • Hackathons and early-stage product experiments

πŸ’¬ Ask Me About

  • How we built MegaMinds at MEGATHON 🧠: idea to deployed app with 50+ signups and 5 paying users in 48 hours
  • Orbit, a voice-first real-estate lead engine built at {Tech: Europe} London
  • Causal bandits, MRI reconstruction, Alzheimer's detection with explainable AI
  • Studying AI at UvA, or moving from software engineering into ML research

🌐 Socials

LinkedIn X Website

πŸ’» Tech Stack

Python C++ TypeScript SQL Bash LaTeX PyTorch scikit-learn NumPy Pandas OpenCV Matplotlib

πŸ“Š GitHub Stats

GitHub stats
GitHub streak
Top languages

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  1. canvas-dl canvas-dl Public

    Download and organise Canvas course files from the command line in seconds.

    Python 6 1

  2. causal-discovery-bandits causal-discovery-bandits Public

    Structural causal bandits over equivalence classes (CPDAGs, PAGs) learned via causal discovery

    Python

  3. pa06lak/Hack-Europe-2026 pa06lak/Hack-Europe-2026 Public

    HTML 1

  4. EfficientEquivariantTransferLearning EfficientEquivariantTransferLearning Public

    Reproduction and extension of "Efficient Equivariant Transfer Learning from Pretrained Models" by Basu et al. (2023)

    Python 4 1

  5. Repro-RobustFairClustering Repro-RobustFairClustering Public

    Reproduction and extension of the ICLR'23 paper: Robust Fair Clustering: A Novel Fairness Attack and Defense Framework by Chhabra et al.

    Jupyter Notebook

  6. Real-Time-Twitter-Analysis Real-Time-Twitter-Analysis Public

    Real-time Twitter stream analysis using Kafka, Hadoop, Avro, MapReduce and Mahout clustering.

    Java