Hi there!
I am a PhD candidate working on the monitoring of neural networks. I am a member of the Safe Artificial Intelligence Lab (SAIL) led by Prof. Alessio Lomuscio at Imperial College London's Department of Computing. I am also part of the Centre for Doctoral Training in Safe and Trusted AI.
Before Imperial, I completed my BA in computer science at Harvard and then joined the financial services industry for four years working in roles in commodities and foreign exchange markets. I then completed my MSc in advanced computer science at Oxford University. In my master's dissertation, I explored bias measures and mitigation methods in financial machine learning.
CV
Education
PhD Candidate in Computing
Oct 2022 - Oct 2026 (expected)
Imperial College London
- Research focus: OOD detection and monitoring of neural networks
- Supervisor: Prof. Alessio Lomuscio, Safe Artificial Intelligence Lab
- UKRI CDT in Safe and Trusted AI
MSc in Advanced Computer Science
Oct 2021 - Sep 2022
University of Oxford
- Masters Dissertation: Exploration of Fairness Metrics in Financial Machine Learning
- Supervisor: Prof. Marta Kwiatkowska
- Google DeepMind Scholar
BA in Computer Science
Sep 2013 - May 2017
Harvard College, MIT
Professional Experience
Foreign Exchange Options Quantitative Developer, Associate
Sep 2019 - Jul 2021
NatWest Markets
- Designed and developed technical aspects of pricing libraries and risk systems for FX Options.
- Worked with users from both front and middle office to translate business strategy into clear technical and analytical solutions.
- Built pricing, risk analysis, and monitoring tools for trading desks.
Commodities Sales Strats, Analyst
Jul 2017 - Aug 2019
Goldman Sachs
- Worked directly with sales and trading to structure and price transactions for clients.
- Wrote programs to assist with the evaluation of deals and assist salespeople in automating more mechanical tasks.
Summer Analyst, Strats
Jun 2016 - Aug 2016
Goldman Sachs
- Interned with commodities and interest rates strats desks.
Teaching Assistant: Discrete Mathematics
Spring 2017
Harvard College, Department of Computer Science
- Coached a team of students through daily problems and assisted in review sessions, exam grading, and problem set writing.
Leadership
Diversity and Inclusion Committee Member
Jan 2023 - Present
UKRI CDT in Safe and Trusted AI
- Member of the STAI CDT Diversity and Inclusion committee tasked with organizing events to promote diversity and inclusion in the CDT.
Outreach Officer
Sep 2023 - Present
Women and Non-binary Individuals in Computing, Imperial College London
- Member of the WNBiC committee tasked with organizing outreach events such as school visits and hackathons for girls.
Social Events Co-Chair
Oct 2021 - Sep 2022
University of Oxford Women in Computer Science
- Organized events to promote networking with students and faculty.