Isaac Ahern

Isaac Ahern Email and Phone Number

Adjunct Professor @ University of Manitoba
Eugene, OR, US
Isaac Ahern's Location
Eugene, Oregon, United States, United States
About Isaac Ahern

I am an adjunct professor of Mathematics, and consult in math, statistics, and data science as well as for small businesses. I also do editorial, design, technical and professional consulting in (literary) publishing, and operate a small international publishing outfit.PreviouslyI am a PhD student at the University of Oregon, researching Deep Learning / Machine Learning emphasizing on the area of deep learning model interpretability and intersections with other core research areas. As part of my research, I worked for UO's NSF-funded Center for Big Learning. Interested in contemporary analytical data science paradigms: statistical, machine learning, and deep learning approaches to modeling and inferring underlying structure from data. My current research interests involve explaining deep learning model predictions which is of both academic and industrial relevance and a particularly important research topic for further industrial applications of deep learning. A deep learning model can only be used confidently in high or medium return/risk contexts (for instance, financial markets or health care decisions) when its users can be reasonably confident in validating that it is generating predictions in an appropriate manner, i.e. that it's learned a to correctly model the underlying phenomena. I've worked on modeling "small" dataset regimes using various standard approaches such as: GLM, SARIMA, MCMC, Bayesian networks, various regression (multivariate polynomial, transformed, gaussian process) and decision forests, density-based clustering, etc. This included the entire pipeline of data capture -> cleaning -> modeling process, including validating model structure, generating predictions and analytics. My Background:Theoretical mathematics and statistics. Currently I primarily work with Python.

Isaac Ahern's Current Company Details
University of Manitoba

University Of Manitoba

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Adjunct Professor
Eugene, OR, US
Website:
umanitoba.ca
Employees:
8302
Isaac Ahern Work Experience Details
  • University Of Manitoba
    Adjunct Professor
    University Of Manitoba
    Eugene, Or, Us
  • University Of Manitoba
    Adjunct Professor
    University Of Manitoba Sep 2023 - Present
  • Gbb
    Eic, Publisher & Operator
    Gbb Jan 2021 - Present
  • University Of Oregon
    Faculty Research Assistant & Phd Student
    University Of Oregon Sep 2018 - Jun 2022
    Continuing work attached to the UO CBL explainable deep learning project.Worked on disentangling relationship between adversarial robustness (against Lp gradient attack and via Jacobian Regularization) constructing "angular" and "momentum" robustness components. Extending this into unlabelled learning by looking at regularization with respect to gradient symmetries with standard augmentations for CV models, and extensions to text domain.
  • University Of Oregon
    Cbl (Research Assistant: Deep Learning)
    University Of Oregon Jul 2018 - Sep 2018
    Eugene, Oregon Area
    Working for UO's NSF funded IUCRC Center for Big Learning (CBL) on project O2H –– Ontology based Deep Learning Explanations for Human Behavior Prediction.
  • University Of Oregon
    Graduate Teaching Assistant
    University Of Oregon Sep 2015 - Jun 2018
    Instructor of Record for various undergraduate mathematics courses.

Isaac Ahern Education Details

Frequently Asked Questions about Isaac Ahern

What company does Isaac Ahern work for?

Isaac Ahern works for University Of Manitoba

What is Isaac Ahern's role at the current company?

Isaac Ahern's current role is Adjunct Professor.

What schools did Isaac Ahern attend?

Isaac Ahern attended University Of Oregon, University Of Oregon, University Of Alaska Anchorage.

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