Luis Oala
Head of Machine Learning @ Dotphoton building towards metrological.ml
PhD Student @ Department of Artificial Intelligence | Fraunhofer Heinrich Hertz Institute (HHI)
Hi 👋 I am Luis Oala. I am a PhD research scientist at the Department of Artificial Intelligence of Wojciech Samek at Fraunhofer HHI in Berlin, Germany.
Together with my students and collaborators, I work at the intersection of uncertainty quantification, robustness and interpretability to understand and detect failure modes of deep neural networks.
Our mission is to develop methods, standards and software for AI auditing that will eventually allow the reliable application of AI technology even in high-stakes applications such as medicine.
For that purpose, I co-chair a group of more than 30 contributors from across the world working on data and AI solution assessment methods at the ITU/WHO Focus Group on Artificial Intelligence for Health (FG-AI4H) and co-organize a growing, open research network at aiaudit.org.
If you are interested to collaborate I invite you to take a look here.
news
Aug 30, 2021 | The site for our Lens to Logit project, a framework to address camera hardware-drift, is up complete with code and data. Learn more |
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Aug 25, 2021 | Our paper on uncertainty quantification, interval neural networks and failure mode detection has appeared in International Journal of Computer Assisted Radiology and Surgery. Learn more |
Aug 20, 2021 | I am co-organizing ML4H 2021. Learn more |
Aug 18, 2021 | I am guest-editing a special collection on “Machine Learning for Health: Algorithm Auditing & Quality Control” in the Journal of Medical Systems. Submit your work here |
Aug 15, 2021 | The second iteration of ML4H trial audits has started. Learn more |