By Alison Huh


A global welcome from our students and opening remarks from College of Engineering Dean Tsu-Jae King Liu
Guests were greeted with a warm virtual welcome from the MEng Class of 2021, representing 21 countries and 115 undergraduate institutions from around the world. Rita Chen, MEng ’21 (ME), and Diego Espinoza, MEng ’21 (BioE), kicked things off as the event’s student emcees, followed by opening remarks from Dean Tsu-Jae King Liu. While the speakers took the spotlight on stage, exhibiting teams quickly prepared their presentations at their respective booths, ready to showcase their year’s work to the present attendees. Here are a few team highlights from the capstone exhibition:Improving patient care by making deep learning accessible to physicians [UCSF x MEng]
Working in partnership with UCSF, this capstone team created a patient profiling search engine that applies natural language processing (NLP) and deep learning on physician notes to help physicians quickly examine health records and project disease progression in their patients. The project extracts medical key words for each patient by training their NLP model with data from electronic health records. In doing so, they encode and cluster patient data, organized by symptoms, diseases, lab results, and treatments, similar to those of other patients. Using this collective method with the power of data analysis, the team hopes to help physicians reduce their chances of assigning ineffective treatments while also working to predict their patients’ prognoses with greater confidence.

Interactive Python-based Internal Dashboard to Facilitate Investment Decision Making [MSCI]
The MSCI MEng team designed a modernized dashboard to help financial researchers find a more efficient and scalable way to analyze financial data, construct factor models, and gather client feedback. They built theirplatform using several Python libraries such as xarray, pandas, ipywidgets, alongside MSCI datasets for equity and fixed income models. The team aims to help MSCI Production Services, Product Owners, Researchers and MSCI stakeholders by modernizing their engagement tools with a state of the art dashboard that showcases the power of their models. The dashboard also addresses the needs of product managers and business analysts with its improved finance model clarity. That way, they are able to answer client questions easily, accelerate the feedback cycle, and improve the research to market process.SafeTport: A crowdsourcing application for transportation safety
SafeTport is a mobile application that allows users to share their concerns about infrastructure designs that make them feel unsafe. Through the data received through the app, the team plans to identify what road features makes the average user feel unsafe during their travels, so local municipalities can later identify and improve dangerous components of their infrastructure. Additionally, you can check out the SafeTport app live on the Apple App Store: https://apps.apple.com/cn/app/safetport/id1548234912Unmanned Underwater Vehicle with Wireless, LED-based Optical Communication System for Ocean Exploration


Fung Institute Mission Award: MEDiRoller: Revolutionizing Low-cost Vaccine and Drug Delivery in Low-Resource Communities Given to the team that best exemplifies the mission of the institute: “transforming scientists into leaders who can take risks and develop technical, social and economic innovations.” Team: Diego Espinoza Advisors: Phillip B. Messersmith, Katerina Malollari, & Kelsey DeFrates
Fung Institute Most Innovative Project Award: Advanced Oxidative Water Treatment at Home Most effectively demonstrates the relevance of the problem they are trying to solve, the originality of their proposed solution, and the potential of their project’s impact. Team: Andria Sperry, Daniel Payne, Justin Gonzalez, Zachary McGuire, Nebeyu Yonas Advisor: Ed Morse
Fung Institute Technical Leadership Capstone Award: Harnessing Life Cycle Assessment as a Decision-Making Tool for Environmentally Conscious Design of Cell Therapy Manufacturing Processes Most effectively demonstrates the relevance of the problem they are trying to solve, the originality of their proposed solution, and the potential of their project’s impact. Team: Omokhowa Agbojo Advisor: Tarek Zohdi, Mayasari Lim, Josephine Lembong
Fung Institute Faculty Advisor Awards Winner: Prof. Kris Pister [EECS] Honorable Mention: Prof. Lee Fleming [IEOR]
Fung Institute Industry Advisor Awards Winner: Jack Miller, MEng ’15 (ME), Move2Play Honorable Mention: Harsh Tomar, Asurion Honorable Mention: Clement Ruin, Asurion

Celebrating global innovation at the 10th annual capstone showcase was originally published in Berkeley Master of Engineering on Medium, where people are continuing the conversation by highlighting and responding to this story.