math + software


Knowledge Network

a graph-based knowledge search engine powered by Wikipedia

connect ideas

Video Search

find the moment a word is spoken

search human speech

Global Explanations for Neural Networks

Mapping the Landscape of Predictions, ACM AAAI 2019

> paper + open source library + blog post

Mark Ibrahim, Melissa Louie, Ceena Modarres, John Paisley (Columbia University)


Towards Explainable Deep Learning for Credit Lending

NeurIPS 2018 Workshop Paper, Spotlight Award

Ceena Modarres, Mark Ibrahim, Melissa Louie, John Paisley (Columbia University)


Influence in Directed Cyclic Graphs

Connecting Every Bit of Knowledge: Wikipedia's First Link Network. 2017, Journal of Computational Science.

Mark Ibrahim, Christoper Danforth, Peter Dodds (U. Vermont Mathematics Department)


Neural Networks

my notes on what they are and how they learn


Talks


NeurIPS 2018 FEAP Workshop Spotlight Talk (Dec 2018)
"Towards Explainable Deep Learning for Credit Lending"

New York Python Meetup (Dec 2018)
Data Science Talk: "Explaining Deep Learning Models"

Applied Machine Learning Tom Tom Conference (April 2018)
"Explainable AI: Key Techniques and Societal Implications"

George Washington University Data Driven Conference (Dec 2017)
"Understanding the Predictions of Deep Neural Networks"

NYC Data Wranglers Meetup (Aug 2016)
Data Science in Practice: "Building a Graph-Based Search Engine"


Courses Taught at the University of Vermont


Calculus I 71 eager minds,

Calculus II 38 étudiants, and

College Algebra 42 estudiantes.