Curriculum Vitae

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Education

PhD in Machine Learning & Computer Vision University of St. Gallen, 2021-present
Advisor: Damian Borth
  • Thesis: Learning from Implicit Signals for Remote Sensing - exploring physical, attention-based, modality, and model-space supervision.
  • Focus: multimodal foundation models, weak supervision.
M.Sc. in Data Science EPFL, 2018-2020
  • Master thesis: “Iterative Self-Learning: Reducing the Cost in ASR Systems” (Swisscom Digital Lab).
  • Focus: machine learning, computer vision, NLP.
B.Sc. in Electrical & Electronic Engineering EPFL, 2015-2018
  • Focus: signal processing, image processing.

Professional Experience

PhD Student Researcher - Google Research (Health AI) Zürich · Oct 2023 - Jan 2024
  • Developed conversational assistant for radiotherapy patients (Med-PaLM-based).
  • Worked on retrieval grounding and clinical evaluation setup.
Machine Learning Intern - Swisscom Digital Lab Lausanne · Feb 2020 - Sept 2020
  • Developed active and semi-supervised learning for low-cost ASR data labeling.
  • Created scalable data pipelines for iterative self-training.
Machine Learning Intern - Logmind AI Lausanne · Jun 2019 – Sept 2019
  • Implemented anomaly detection and predictive maintenance from time-series logs.

Teaching

Teaching Assistant
Co-supervision
  • Kaan Aydin (Master) - “SAR-to-RGB Translation with Latent Diffusion for Earth Observation”, 2025
  • Yosef Asefaw (Bachelor) - “Deep Clustering for Traffic Camera Vehicle Detection”, 2024

Skills

Programming
  • Python (PyTorch, TensorFlow, NumPy, Pandas, scikit-learn, openCV)
  • Bash, Git, Docker, Linux
Machine Learning & Vision
  • Deep Learning, Vision Transformers, Multimodal Learning
  • Diffusion Models, Masked Autoencoders, Self-supervised Learning
  • Mixture-of-Experts, Model Pruning, Foundation Models
Remote Sensing & Data
  • Multispectral and radar imagery
  • Geospatial data analysis with rasterio and geopandas
  • Data preprocessing, large-scale dataset creation
Communication & Writing
  • Academic writing and conference presentations
  • Fluent in English, French and Arabic, Basic German speaker

Awards

  • Best Student Paper Award, CVPR EarthVision Workshop 2022

Publications

See the Publications page.