Events
Past Event
WED@NICO WEBINAR: David Ferrucci, Elemental Cognition "Machine Understanding in Context"
Northwestern Institute on Complex Systems (NICO)
12:00 PM
Details
Speaker:
David Ferrucci, Founder, CEO, and Chief Scientist, Elemental Cognition. Adjunct Professor of Management and Organizations, Kellogg School of Management, Northwestern University
Title:
Machine Understanding in Context
Abstract:
The ability for machines to read, understand and reason about natural language would dramatically transform the knowledge economy across all industries. Watson was a landmark in Artificial Intelligence – the first powerful machine learning language system that could find precise answers to uniquely worded questions. While Watson outperformed the best, it did not understand what it read. Even today’s latest Deep Learning marvel, Open-AI’s GPT3, does not understand what it reads. These machines are more like super parrots than intelligent experts. Designed to find and mimic word patterns, they lack any rational explanation for why or what it all means. These approaches, while powerful, are alone not fit for rational problem solving and transparent decision making. And yet we need machines to engage with us at a rational level for us to take responsibility for their predictions.
While no one has a general Artificial Intelligence capable of reading and synthesizing all human knowledge quite yet, Elemental Cognition has created an AI/NLU platform that can deliver real differentiated value in Collaborative and Conversational AI and Knowledge Management by combing Deep Learning, NLP, Automated Reasoning and multiple modes of learning.
In this talk, I will describe the challenges with pure Machine Learning approaches, raise the bar for machine understanding and demonstrate how advances in NLU and a hybrid AI architecture can transform how humans and machines can collaborate to solve problems and transform our knowledge economy.
Speaker Bio:
David Ferrucci is the CEO, Founder and Chief Scientist of Elemental Cognition. Established in 2015, Elemental Cognition is an AI company focused on deep natural language understanding and explores methods of learning that result in explicable models of intelligence. Elemental Cognition’s mission is to change how machines learn, understand, and interact with humans. Elemental Cognition envisions a world where AI technology can serve as thought partners through building a shared understanding and is capable of revealing the ‘why’ behind it’s answer.
Dr. Ferrucci is the award-winning Artificial Intelligence Researcher who built and led the IBM Watson team from its inception through its landmark Jeopardy success in 2011. Dr. Ferrucci was awarded the title of IBM Fellow in 2011 and his work in AI earned numerous awards including the CME Innovation award and the AAAI Feigenbaum Prize. From 2011 through 2012, Dr. Ferrucci pioneered Watson's applications which helped lay the technical foundation for the IBM Watson Division. After nearly 20 years at IBM research, Dr. Ferrucci joined Bridgewater Associates in 2013 to explore applications of AI in markets and management based on a synergy with Bridgewater’s deep commitment to explicable machine intelligence.
Dr. Ferrucci graduated from Rensselaer Polytechnic Institute with a Ph.D. in Computer Science. He has 50+ patents and published papers in the areas of AI, Automated Reasoning, NLP, Intelligent Systems Architectures, Automatic Text Generation, and Automatic Question-Answering. He led numerous projects prior to Watson including AI systems for manufacturing, configuration, document generation, and standards for large-scale text and multi-modal analytics. Dr. Ferrucci has keynoted in highly distinguished venues around the world including many of the top computing conferences. He has been interviewed by many media outlets on AI including: The New York Times, PBS, Financial Times, Bloomberg and the BBC. Dr. Ferrucci serves as an Adjunct Professor of Entrepreneurship and Innovation at Kellogg School of Management at Northwestern University.
Webinar:
Zoom link: https://northwestern.zoom.us/j/97818922688
Passcode: nico
About the Speaker Series:
Wednesdays@NICO is a vibrant weekly seminar series focusing broadly on the topics of complex systems and data science. It brings together attendees ranging from graduate students to senior faculty who span all of the schools across Northwestern, from applied math to sociology to biology and every discipline in-between. Please visit: https://bit.ly/WedatNICO for information on future speakers.
Time
Wednesday, May 5, 2021 at 12:00 PM - 1:00 PM
Contact
Calendar
Northwestern Institute on Complex Systems (NICO)
WED@NICO SEMINAR: Lightning Talks w/ Northwestern Scholars!
Northwestern Institute on Complex Systems (NICO)
12:00 PM
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Lower Level, Chambers Hall
Details
Speakers:
Yessica Herrera, Visiting Scholar, Northwestern Institute on Complex Systems
Talk Title: The Body Speaks: Visual Patterns of Psychological Stress
Aakriti Kumar, Post-Doctoral Fellow, Northwestern Institute on Complex Systems
Talk Title: Evaluating Elements of Empathic Communication with Experts, Crowds, and Large Language Models
Tingyu "Mark" Zhao, PhD Student, Industrial Engineering and Management Sciences
Talk Title: Noise Filtering in Complex Networks
Sign Up:
Sign up to present at a future Lightning Talk session. NICO Lightning Talks are open to graduate students, postdoctoral fellows, and visiting scholars.
Location:
In person: Chambers Hall, 600 Foster Street, Lower Level
Remote option: https://northwestern.zoom.us/j/95387714084
Passcode: NICO25
About the Speaker Series:
Wednesdays@NICO is a vibrant weekly seminar series focusing broadly on the topics of complex systems, data science and network science. It brings together attendees ranging from graduate students to senior faculty who span all of the schools across Northwestern, from applied math to sociology to biology and every discipline in-between. Please visit: https://bit.ly/WedatNICO for information on future speakers.
Time
Wednesday, May 14, 2025 at 12:00 PM - 1:00 PM
Location
Lower Level, Chambers Hall Map
Contact
Calendar
Northwestern Institute on Complex Systems (NICO)
WED@NICO SEMINAR: Rosemary Braun, Northwestern University "The Scale of Life"
Northwestern Institute on Complex Systems (NICO)
12:00 PM
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Lower Level, Chambers Hall
Details
Speaker:
Rosemary Braun, Associate Professor, Department of Molecular Biosciences, Northwestern University
Title:
The Scale of Life
Abstract:
Living systems exhibit surprising and beautiful self-organization at all scales. At the atomic level, proteins self-assemble into macromolecular complexes. The function of these machines is orchestrated within the cell by regulatory networks, whose activity is in turn dictated by, and coordinated with, the cells environment. This coordination takes place across large spans of space and time: the size and lifetime of organisms as large as the blue whale. Populations and ecosystems of many organisms in turn exhibit remarkable emergent dynamics. Today, advances in single-cell assays enable us to probe the molecular state of every cell in a sample in high-dimensional detail. But is this the correct scale at which to probe living systems? What can we learn from this data, and how can we abstract from the microscopic details to macroscopic phenotypes? In this talk, I will discuss some of our recent work bridging the cell and tissue/organism scales, and discuss some challenges and opportunities for the future.
Speaker Bio:
Rosemary Braun is an Associate Professor of Molecular Biosciences, Applied Mathematics [ESAM], and Physics at Northwestern University. A theoretical physicist by training, she earned her PhD in Physics from the University of Illinois, followed by a Masters in Biostatistics from Johns Hopkins University. She completed her postdoctoral training at the National Cancer Institute (NIH) before joining Northwestern as a faculty member. Today, she works at the intersection of statistics, mathematics, and biology to develop computational tools for analyzing high-dimensional data. In addition to her Northwestern affiliations, she is also Associate Director of the National Institute for Theory and Mathematics in Biology, as well as external faculty of the Santa Fe Institute.
Location:
In person: Chambers Hall, 600 Foster Street, Lower Level
Remote option: https://northwestern.zoom.us/j/97015976754
Passcode: NICO25
About the Speaker Series:
Wednesdays@NICO is a vibrant weekly seminar series focusing broadly on the topics of complex systems, data science and network science. It brings together attendees ranging from graduate students to senior faculty who span all of the schools across Northwestern, from applied math to sociology to biology and every discipline in-between. Please visit: https://bit.ly/WedatNICO for information on future speakers.
Time
Wednesday, May 21, 2025 at 12:00 PM - 1:00 PM
Location
Lower Level, Chambers Hall Map
Contact
Calendar
Northwestern Institute on Complex Systems (NICO)