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        "event_title":"University Senate Meeting",
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        "event_title":"University Senate Meeting",
        "occurrence_title":"In Person Attendance: University Senate Meeting",
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        "event_title":"'Auditing AI' Book Launch & Reception",
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        "combined_title":"'Auditing AI' Book Launch & Reception: *Join us to hear members of The Marquand House Collective discuss their new book, \"Auditing AI\" with Reception to Follow*",
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        "description":"The Center for Ethics, Society, and Computing, is delighted to invite you to celebrate the book launch of Auditing AI with authors Christian Sandvig, Ellery Biddle, and Danae Metaxa! \n\nTime: Nov. 9, 4 pm \u2013 5 pm (Authors Discussion), 5 pm -7 pm (Reception with appetizers, beer and wine)\n\nLocation: Cahoots Event Space (206 E Huron St)\n\nPlease RSVP by Thursday, Nov 5: https:\/\/tinyurl.com\/2wa4r3up\n\n If you have not RSVP'd by November 5th, please join us anyways. \n\nAbout the book:\n\nHow tech companies, journalists, and policymakers can prevent AI decision-making from going wrong.\n\nOur lives are increasingly governed by automated systems influencing everything from medical care to policing to employment opportunities, but researchers and investigative journalists have proven that AI systems regularly get things wrong.\n\nAuditing AI is a first-of-its-kind exploration of why and how to audit artificial intelligence systems. It offers a simple roadmap for using AI audits to make product and policy changes that benefit companies and the public alike. The book aims to convince readers that AI systems should be subject to robust audits to protect all of us from the dangers of these systems. Readers will come away with an understanding of what an AI audit is, why AI audits are important, key components of an audit that follows best practices, how to interpret an audit, and the available choices to act on an audit\u2019s results.\n\nThe book is organized around canonical examples: from AI-powered drones mistakenly targeting civilians in conflict areas to false arrests triggered by facial recognition systems that misidentified people with dark skin tones to HR hiring software that prefers men. It explains these definitive cases of AI decision-making gone wrong and then highlights specific audits that have led to concrete changes in government policy and corporate practice.\n\nAbout the ESC:\nThe Center for Ethics, Society, and Computing (ESC \u2013 pronounced \u201cescape\u201d) is dedicated to intervening when digital media and computing technologies reproduce inequality, exclusion, corruption, deception, racism, or sexism. ESC is generously supported by the School of Information; the Center for Political Studies at the Institute for Social Research; and the Department of Communication & Media in the College of Literature, Science, and the Arts at the University of Michigan.",
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        "time_zone":"America\/Detroit",
        "event_title":"Dynamics seminar: Dynamics of the Secant Method and Other Monomial-Type Maps",
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        "combined_title":"Dynamics seminar: Dynamics of the Secant Method and Other Monomial-Type Maps: Nick Freeman",
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        "description":"We discuss the secant method, a root-finding algorithm alternative to Newton\u2019s method. Given a rational map f : P^1 -> P^1, the secant method yields a dynamical system Sf on P^1 x P^1 (minus a finite indeterminacy locus). If r in C is a simple root of f, then the point (r, r) is an attracting fixed point of Sf.\n\nAdditionally, when 0 is a simple root of f with f\u2019\u2019(0) nonzero, we have that Sf is an instance of the broader class of \u201cmonomial-type maps.\u201d A \u201cmonomial map\u201d is simply a function whose output coordinates are all monomials in the input coordinates. A \u201cmonomial-type map\u201d is then a coordinate-by-coordinate scaling of a monomial map by some holomorphic scalar functions. In the aforementioned case for 0 and Sf, we find that Sf(x, y) = (a(x, y) * xy, x). \n\nBy extending the 1-dimensional constructions of B\u00f6ttcher coordinates and Green\u2019s functions to these higher-dimensional monomial-type maps, we can show that (1) Sf has well-defined dynamical potential, (2) it takes the vequipotential to the v^\u03c6 equipotential (where \u03c6 is the golden ratio), and (3) Sf is locally modeled by the Fibonacci monomial map (x, y) |-> (xy, x), whose dynamics are well-understood.",
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        "time_zone":"America\/Detroit",
        "event_title":"ECE Diwali Celebration",
        "occurrence_title":"",
        "combined_title":"ECE Diwali Celebration",
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        "event_type":"Social \/ Informal Gathering",
        "event_type_id":"19",
        "description":"All ECE students are invited to a Diwali celebration on Monday, November 9th. This event is a great way to learn something new, make new friends with your fellow ECE students, and sample some good food! Music, crafts and a henna artist will be available as well. Bring your MCard!\n\nDiwali is a festival of lights. The festival usually lasts five days, or six in some regions of India.",
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        "tags":["Computer Engineering","Culture","Electrical And Computer Engineering","Electrical Engineering and Computer Science","engineering"],
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        "event_title":"International Studies Honors Information Session",
        "occurrence_title":"",
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        "event_subtitle":"Program in International and Comparative Studies",
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        "description":"Please note: This information session will be held virtually. The session is free and open to interested students, and registration is encouraged. The Zoom link will be provided to registered attendees closer to the event date.\n\nRSVP at https:\/\/myumi.ch\/X8QDA\n\nInternational Studies majors interested in pursuing Honors are encouraged to attend the International Studies Honors Information Session & Q&A. The session will provide an overview of the PICS Honors Plan, including eligibility and GPA requirements, INTLSTD 390, the application process, finding a faculty thesis advisor, and what students can expect while completing a Senior Honors thesis through INTLSTD 498 and 499.\n\nStudents will have the opportunity to learn more about the Honors experience, ask questions, and determine whether the Honors Plan may be a good fit for their academic goals.\n\nFor questions about the International Studies Honors Plan, please contact Anthony Marcum, PhD, at amarcum@umich.edu.",
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