Content Engineering and Ranking

• Develop knowledge graph with shared mental modelling methods for collaborative anomaly detection.• Implement active learning model from correctional human interventions with ROS2 on Kinova arm for upcoming user study.

Content Moderation

• Committed over 1,600 significant lines of code through 27 diffs in React Native and PHP• Proactively found a bug impacting Instagram. Determined root cause and fixed it by landing a diff.• Led team meetings to test newly developed features and communicated with adjacent teams to discuss project context• Analyzed impact of new feature on users in production which revealed 6% revenue increase in product entry point• Completed robust project plan and stretch goal for team (project plan was developed with difficulty at new-grad level)

Received Rita Wilson Prize of $10,000 at startup pitch competition out of 5 finalists including graduate students tocreate an app promoting mindfulness through Indian classical dance, with research from Northwestern University• Develop interactive experiences to increase engagement of young adults with mindfulness content• Manage team of 3: onboarding, delegating, and scheduling meetings to maintain progress and meet goals

• Independently implemented predictive machine learning models trained on patient data during cancer treatment• Evaluated important biomarkers and analyzed irregular time series data with Python and PyTorch to identify possibility of adverse health events with around 90% short-term accuracy

• Trained neural networks for autonomous navigation in a simulated environment with pedestrians in TensorFlow• Automated data collection, improved data preprocessing, and developed model metric analysis system whichincreased productivity, reduced amount of data required, and facilitated model evaluation in Python on Linux• Adapted data from simulation to real-world robot to analyze transferability of the models and real-world applications• Co-author of "SEAN 2.0: Formalizing and Generating Social Situations for Robot Navigation," in IEEERobotics and Automation Letters, 2022, doi: 10.1109/LRA.2022.3196783.

- Instructed 5 middle school students of varying skill levels in trombone and euphonium as preparation for solo and ensemble performances where all received the highest rating- Adapted instruction to students’ abilities to make new techniques and challenging music approachable

- Led activities in Lego robot construction and coding for 80 elementary school students 7 hours per day for 10 weeks- Created a safe environment by sharing responsibilities with co-counselor, enforcing camp policies, and resolving conflicts