CSIG (Cognitive Systems Institute Group) Talk - Thursday Sep 5, 2019 - 10:30-11am US Eastern
Title: Al Explainability 360 Toolkit
Speakers: Vijay Arya & Amit Dhurandhar, IBM Research
As AI and ML algorithms make inroads into society, calls are increasing for algorithms to explain their outputs. Affected citizens, government regulators. domain experts. or system developers. present different requirements for explanations. To address these needs we introduce:
AI Explainability 360 (http://aix360.mybluemix.net/) (good tutorials there) , an open-source software toolkit featuring 8 state-of-the-art explainability methods and 2 evaluation metrics. We provide a taxonomy to help entities require explanations to navigate the space of explanation methods, in the toolkit and in the broader literature.
We have implemented an extensible software architecture that organizes methods according to their place in the AI modeling pipeline. We discuss enhancements to bring research innovations closer to consumers of explanations. ranging from algorithms. to tutorials and an interactive web demo to introduce AI explainability to different and application domains. Together, the toolkit and taxonomy can help identify gaps where more are needed and provide a platform to incorporate them as they are developed.
Zoom meeting Link: https://zoom.us/j/7371462221
Zoom Callin: (415) 762-9988 or (646) 568-7788 Meeting id 7371462221
Zoom International Numbers: https://zoom.us/zoomconference
Thu, Aug 2, 10:30am US Eastern https://zoom.us/j/7371462221
More Details and recording Here : http://cognitive-science.info/community/weekly-update/
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