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  • ETH Zurich
  • Zurich, Switzerland

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berkearda/README.md

Berke Arda

MSc Data Science @ ETH Zurich | Computer Vision, LLMs, Anomaly Detection

Currently working on my thesis on Cognitive Diagnostic Models for LLM Evaluation and Skill-Aware Routing.

Research & Work

  • Teaching Assistant — ETH AI Center: supervised anomaly detection projects (WinCLIP, zero-/few-shot visual inspection)
  • Research Assistant — AIT Lab, ETH: pose estimation, 3D reconstruction, motion analysis
  • Computer Vision Engineer — STROMA: real-time action recognition, pose detection (+15% accuracy)

Selected Projects

Project Description Stack
CroissantMiner LLM-based Croissant metadata extraction from ML dataset papers — scaling to 100+ datasets Python, TF-IDF, Mistral-7B
ETH Data Science Lab WinCLIP-based anomaly detection for industrial visual inspection Python, PyTorch
Plant Point Cloud Segmentation Organ-level 3D segmentation for phenotyping — WACV 2023 Workshop PyTorch, Open3D

Tech

Python C++ PyTorch TensorFlow OpenCV scikit-learn Hugging Face Docker React Native

Pinned Loading

  1. ETH-Data-Science-Lab ETH-Data-Science-Lab Public

    Forked from 01011001010/ETH-Data-Science-Lab

    Project of Katarína Osvaldová and Berke Arda conducted as part of Data Science Lab course at ETH Zürich in the autumn semester 2024

    Python