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Performance, explainability, and fairness are the key areas at risk when building ML at a rapid pace. Find out about QuantumBlack's approach to ensuring high quality ML at #ICLR #DebugML #AI #fairness #ethicalAI #methodology https://t.co/SD2rIhAsHW

What if adversarial examples are not bugs...but features? Read about our new perspective and surprising experiments: https://t.co/3yeqsCAWIQ [1/3] (joint work with @andrew_ilyas @ShibaniSan @tsiprasd @logan_engstrom Brandon Tran)
![aleks_madry's tweet photo. What if adversarial examples are not bugs...but features? Read about our new perspective and surprising experiments: https://t.co/3yeqsCAWIQ [1/3] (joint work with @andrew_ilyas @ShibaniSan @tsiprasd @logan_engstrom Brandon Tran) https://t.co/CY1q0xIIWf](https://pbs.twimg.com/media/D55TwBBXsAAuCIj.jpg)
Thank you to our speakers, PC, and all the @iclr2019 attendees who made our workshop #DebugML such a grand success! We had the highest number of registered attendees among all the #ICLR2019 workshops. @aleks_madry @CynthiaRudin @sameer_ @suchisaria @rajiinio @julius_adebayo

Was happy to share @quantumblack's new approach to ML risk management, at #ICLR2019's #DebugML workshop!
You can read the extended abstract here: https://t.co/smahwkDx7o
Thanks to ICLR attendees for great conversation and to @hima_lakkaraju + others for a great workshop!

2 out of 3 workshops that focus on ML for society @iclr2019 (#DebugML, #AI4SocialGood) are being co-organized by alumni of @datascifellows, a summer fellowship led by the amazing @rayidghani. Thank you so much for creating this community, Rayid! #ICLR2019
For decades #ML perf. was reported as couple of composite scores @besanushi demos tool @iclr2019 that provides lens on "error terrains" to guide & refine. Builds on work @HCOMP18 https://t.co/kF7dGKpM61 @ecekamar @hima_lakkaraju #DebugML @MSFTResearch #AetherCommittee @compcomcon
@erichorvitz @besanushi @MSFTResearch @ecekamar And, "Error terrain analysis for machine learning" wins the best demo award. Our judges really loved it. Congratulations to the entire team! @besanushi @ecekamar @erichorvitz
Prof. @CynthiaRudin talks about "Dont debug your black box, replace it!!" https://t.co/b6rfM2V647
#DebugML #ICLR2019 Room R03 @iclr2019
@rajiinio talking about her amazing research on “Debugging Discriminatory ML Systems". We, as a community, should be super proud of her for doing such amazing work at such a young age. @black_in_ai @iclr2019 #DebugML #ICLR2019

Daniel Kang presenting best student research paper on debugging via model assertions #DebugML #ICLR2019 @pbailis @matei_zaharia

@besanushi of @MSFTResearch talking about "Error terrain analysis for machine learning" - a true collaborative effort between various groups @erichorvitz @ecekamar #DebugML #ICLR2019


We must view adversarial robustness as a human phenomenon not as just another technical framework - Prof. @aleks_madry at #DebugML #ICLR2019

Prof. @aleks_madry (MIT) talking about a new perspective on adversarial robustness at #DebugML Workshop Room R03 #ICLR2019.

Giving a talk/demo today on Error Terrain Analysis for ML, a collaboration with the Ethics& Society + Cognition teams. Come see us at #DebugML @iclr2019 R03 (10:40). Towards automated tools for robust ML engineering. @MSFTResearch @ecekamar @erichorvitz
#Programming_Humor
Six stages of debugging 🧐🤓
#programming #programmer #php #html #python #javascript #Java #programmingmemes #DebugML

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