Donald Bertucci
I am a junior at Oregon State University studying Computer Science and Mathematics.
I focus on creating user interfaces to visualize machine learning models and data.
I'm deeply interested in how and why behavior emerges from complex networks: both in computer science and in life.
Education
2020 – Present
B.S. Computer Science
Oregon State University
Degree focus on Artificial Intelligence
Minor in Mathematics
Experience
Summer 2023
Carnegie Mellon University
See you in Pittsburgh!
Sep. 2022 – Present
Carnegie Mellon University
Research Assistant, CMU Data Interaction Group (DIG)
Developing human-centered ways to evaluate Machine Learning model behavior within Zeno
[_]. Enabling linked visualizations at scale with FalconVis
[_].
Summer 2022
Carnegie Mellon University
REU Intern, HCII Summer Undergraduate Research Program
Developed a user interface to interactively discover unwanted behavior in neural networks [_].
Advised by Ángel Alexander Cabrera and Adam Perer . Hosted by the Data Interaction Group (DIG) .
Advised by Ángel Alexander Cabrera and Adam Perer . Hosted by the Data Interaction Group (DIG) .
Aug. 2021 – Aug. 2022
Oregon State University
Research Assistant, Data Interaction and Visualization (DIV) Lab
Developed user interfaces to visualize large data and interpret machine learning models [_, _]. Advised by Minsuk Kahng
.
Summer 2021
Oregon State University
EECS REU Summer Cohort
Summer entirely focused on improving science communication skills in research. Presented,
improved, and presented again (and repeat) for EECS faculty and students. Program led by Alan Fern
.
Feb. 2021 – May 2021
Oregon State University
REU Intern, URSA Engage Research Program
Developed interactive interfaces to visualize difficult concepts in learned neural networks [_, _]. Advised by Minsuk Kahng
.
Publications
Conference
C3
Zeno: An Interactive Framework for Behavioral Evaluation of Machine Learning
Ángel Alexander Cabrera
, Erica Fu
, Donald Bertucci
, Kenneth Holstein
, Ameet Talwalkar
, Jason I. Hong
, Adam Perer
ACM Conference on Conference on Human Factors in Computing Systems (CHI). Hamburg, Germany, 2023.
C2
DendroMap: Visual Exploration of Large-Scale Image Datasets for Machine Learning with Treemaps
Donald Bertucci
, Md Montaser Hamid
, Yashwanthi Anand
, Anita Ruangrotsakun
, Delyar Tabatabai
,
Melissa Perez , Minsuk Kahng
Melissa Perez , Minsuk Kahng
IEEE Transactions on Visualization and Computer Graphics (IEEE VIS 2022). Oklahoma City, OK
C1
Beyond Value: CHECKLIST for Testing Inferences in Planning-Based Reinforcement Learning
Kin-Ho Lam
, Delyar Tabatabai
, Jed Irvine
, Donald Bertucci
, Anita Ruangrotsakun
, Minsuk Kahng
, Alan Fern
32nd International Conference on Automated Planning and Scheduling (ICAPS 2022).
Workshop
W2
Backprop Explainer: Interactive Explanation of Backpropagation in Neural Network Training
Workshop on Visualization for AI Explainability (VISxAI, IEEE VIS 2021).
W1
An Interactive Introduction to Autoencoders
Workshop on Visualization for AI Explainability (VISxAI, IEEE VIS 2021).
Miscellaneous
M2
FalconVis: A Library to Cross-Filter Billions of Data Entries for Linked Visualizations
JavaScript Library (2023)
M1
Mirror: Interactive Discovery of Blindspots in Machine Learning Models
Human-Computer Interaction Institute (HCII) Summer Research Showcase (2022). Pittsburgh, PA
Public
Presentation
- Dendromap (C2 ) at the Visualization Conference (IEEE VIS 2022 in Oklahoma City, OK)
- Backprop Explainer (W2 ) at workshop on Visualization for AI Explainability (VISxAI, IEEE VIS 2021)
- Backprop Explainer (W2 ) at Celebrating Undergraduate Excellence (CUE 2021 at Oregon State University)
- Backprop Explainer (W2 ) at EECS Undergraduate Summer Cohort (Oregon State University)
Other
- Member of Program Committee for IEEE VIS 2022 VISxAI workshop
References
Dr. Minsuk Kahng – Research Scientist
People + AI Research (PAIR)
Google Research
Dr. Adam Perer – Assistant Professor
Data Interaction Group (CMU DIG)
Carnegie Mellon University
Alex Cabrera – PhD Student
Human-Computer Interaction Institute (HCII)
Carnegie Mellon University