Girmaw Abebe Tadesse

Overview

Girmaw Abebe Tadesse

Title

Research Scientist

Location

IBM Research - Africa Nairobi, Kenya

Bio

Girmaw is a Staff Research Scientist in AI Science team at IBM Research Africa, mainly working on detecting and characterizing systematic deviations in data and machine learning models. He is also leading a project on representation analysis in dermatology academic materials in collaboration with Stanford University. At IBM, Girmaw also collaborates with Bill & Melinda Gates Foundation and Harvard University on data-driven insight extraction for maternal, newborn and child health. Prior to joining IBM, Girmaw worked as a Postdoctoral Researcher at the University of Oxford, where he primarily developed deep learning techniques to assist disease diagnosis. Girmaw completed his PhD at Queen Mary University of London, under the Erasmus Mundus Double Doctorate Program in Interactive and Cognitive Environments. His PhD research focused on computer vision and machine learning algorithms for human activity recognition using wearable sensors. He has worked in various research groups across Europe, including the UPC-BarcelonaTech (Spain), KU Leuven (Belgium), and INESC-ID (Portugal). Girmaw is an Executive Committee Member for IEEE Kenya Section, and he has been serving as a reviewer, program committee member and workshop organizer in multiple top-tier AI venues, including AAAI, ICLR, ICML and NeurIPS .

Publications

Patents

Projects

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FairDerma

Robustness and Fairness Evaluation in Dermatology
  • Fairness, Accountability, Transparency
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Deep Scanner

A tale of adversarial attacks & out-of-distribution detection stories in the activation space
  • Adversarial Robustness and Privacy
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MPEGO

Performance Evaluation framework of generative models
  • Materials Discovery

Top collaborators

WO
William Ogallo

William Ogallo

Manager, Staff Research Scientist, and TA to Jianying Hu, IBM Fellow and Director, HCLS Research