EDUCATION
Macaulay Honors College at Hunter College
Bachelor of Arts, 2018- 2022
GPA: 3.9; Summa Cum Laude
Majors: Mathematics, Computer Science
Honors and Awards:
- Full merit scholarship to Macaulay Honors College (4 years)
- John P. McNulty Scholarship for Leadership in Science and Math (2 years)
- Pi Mu Epsilon President (2021- 2022)
- The Isabel Weil Gros Award for Excellence in Mathematics, 2021
- Phi Beta Kappa
RESEARCH EXPERIENCE
Research Analyst, Center for Computational Neuroscience
Flatiron Institute of Simons Foundation, NYC, NY, June 2022-June 2024 (PI: Dr. SueYeon Chung)
- Worked on analyzing the geometry of underlying neural representations in artificial and biological
neural networks, as well as constructing innovative neural network models guided by neuroscience
- Used methods in statistical physics and machine learning to i) develop extensions of perceptual
manifold theory to quantify the untangling of feature representations in neural networks, ii) provide
geometrical interpretations of representational manifolds, iii) interpret the organization of neural
manifolds in a high dimensional space for both deep neural networks and real neural data
Research Intern, Massachusetts Institute of Technology Summer Research Program
Massachusetts Institute of Technology, Cambridge MA, June 2021-August 2021 (PI: Dr. Jim DiCarlo)
- Under the supervision of Dr. Tiago Marques (DiCarlo lab), focused on understanding the neuronal
algorithms and circuits underlying visual object recognition
- Evaluated and improved the performance of computational models on object recognition tasks to
predict the behavioral output of the human visual system given out-of-distribution stimuli
Research Intern, Englander Institute of Precision Medicine Internship
Weill Cornell Medical Center, NYC, September 2020-May 2021 (PI: Dr. Olivier Elemento)
- Developed learning models for predicting sleep disorder, focused on innovative approaches to better
diagnose, treat, and prevent diseases using high performance computing, mathematical modeling, and
artificial intelligence/machine learning
- Wrote python scripts to process sparse data of sleep patients at the Sleep Neurology Division at Weill Cornell and build a multivariate logistic regression and a random forest model to predict sleep apnea
Research Intern, Research Experience for Undergraduate, funded by NSF
Oregon State University, June 2020-August 2020 (PI: Dr. Juan Restrepo)
- Worked on modeling epidemics using SIR-macro models to study the their relationship with various
economic factors and epidemics
- Implemented a compartmental model of susceptible, infected and recovered population on python and
studied Stochastic methods to design a time-dependent economic model with a random characteristic
PUBLICATIONS AND PREPRINTS
Manuscripts:
- Nga Yu Lo, SueYeon Chung (2022). “Efficient neural representation in the cognitive neuroscience domain: Manifold Capacity in One-vs-rest Recognition Limit.”
- Devin Goodwin, Nga Yu Lo, Kristen Maggard, Miranda Reed, Juan Restrepo. (2020) “Economic Drivers In Modeling Pandemics”
TALKS AND PRESENTATIONS
- “Representational geometry of hierarchical category structures in the monkey inferotemporal cortex.” Cosyne 2024, March 3, 2024.
- “Evaluating Object Recognition Behavior Consistency on Out-of-Distribution Stimuli.” Hunter College Applied Math Seminar, Hunter College, October 28, 2021.
- “Predictive Model for Obstructive Sleep Apnea using Machine Learning Methods.” Hunter College Undergraduate STEM Research Conference, Hunter College, May 6-7, 2021.
WORK EXPERIENCE
Research Analyst, Flatiron Institute of Simons Foundation, NYC, NY, June 2022-Present
- Managed internal lab affairs including regulating codebases, maintaining lab website, and communicating with speakers, office administrators, and lab members to coordinate group meetings
- Directed interviews with professional web developers on behalf of Dr. Chung to hire for website design
College Assistant, Hunter College Dolciani Math Learning Center, NYC, August 2019- May 2022
- Working in the walk-in tutoring center, reinforced students’ understanding of precalculus and calculus in preparation for classes in the sciences and advanced mathematics
- Working in the classroom, assisted students with completing their classwork by answering questions and reinforcing materials through additional examples
- Additionally tutored students in one-on-one sessions providing individualized approach
Undergraduate Teaching Assistant, Hunter College Computer Science Department, NYC, August 2020- May 2021
- Tutored students of the Introduction to Computer Science course in Python and C++ programming language, including Python packages such as Matplotlib, Numpy, Pandas, and Folium
- Helped students with programming assignments by using examples from lectures to strengthen their critical thinking skills in problem solving and debugging, while motivating them to work independently
PROFESSIONAL DEVELOPMENT
Quantitative Methods Workshop Participant
Massachusetts Institute of Technology, January 4-9, 2021
- Attended week-long intensive workshop learning MATLAB to analyze data from biology and neuroscience experiments
- Led a diverse group of students across different campuses of the US in collaborative exercises
Attended lectures on current research topics from MIT faculty in the biology department and the Center for Brains, Minds, and Machines
Autonomous Navigation Workshop, funded by Google Research explorCSR Program
Hunter College, NYC, January 13-16, 2020
- Worked in teams to program small autonomous vehicles using Raspberry Pi platform, running Robot OS and Ubuntu
- Collected and analyzed data from autonomous agents, focusing on image capturing and simplified lane following to navigate a scaled-down city track
RELEVANT COURSEWORK:
- Artificial Intelligence
- Machine Learning
- Deep Learning
- Numerical Methods
- Bayesian Statistics
- Advanced Probability Theory (Graduate Level)
- Measure Theory (Graduate Level)
- Functional Analysis (Graduate Level)
- Mathematical Real Analysis
Other
SKILLS: Python (Scikit Learn, Pytorch, Tensorflow, Matplotlib, Numpy, Scipy, Pandas), C++, Julia, MATLAB, Slurm, Latex, Microsoft Office, GIMP Photoshop, Inkscape
GITHUB: https://github.com/ngayulo
LANGUAGES: Cantonese (native); Spanish (intermediate); German (intermediate)
Page design by Ankit Sultana