Master’s in Applied Data Science Autumn 2024 Capstone Showcase
The Capstone Showcase represents the pinnacle of the student experience in the University of Chicago’s MS in Applied Data Science program. This event merges academic knowledge with practical, real-world challenges across various key research areas. This year, 37 capstone teams presented their projects, leading all phases of problem-solving with the support of faculty, staff, and industry experts. While projects spanned numerous industries, data types, and methodologies, all teams exhibited professionalism, pride, and commitment to excellence. The judges observed that the Showcase featured a diverse array of research-focused, industry-generated, and independent student projects spanning healthcare, marketing, supply chain, financial services, and more.
Paula Payton is the Head of the Center for Machine Intelligence and Data Science (MInDS) at Deloitte Research & Insights. She also happened to be a distinguished industry judge for the Autumn 2024 Capstone Showcase, her third year running. Impressed with the caliber of the graduate student presentations, Payton said, “Talk about pushing back the frontiers in applied AI…. talented students presented unbelievably original solutions to classic industry problems. That was exciting for me to see as a professional in the field and also someone who cares very deeply about data science and AI education.”
One of the standout projects was “Once Upon,” a storytelling app that uses AI to craft personalized stories for children based on their imagination and preferences. The team, consisting of Hima Cheruvu, Nia Gangar, Rishika Ravindran, and Christian Piantanida, shared their inspiration: “Our inspiration came from a moment of pure frustration and imagination. A few years ago, one of our team members’ then 4-year-old neighbor tried to get Amazon Alexa to tell her a story about her favorite princess going to swimming class. Alexa couldn’t quite deliver, and her neighbor was so frustrated that she started yelling at Alexa. That experience stuck with her—it showed how much children want to hear stories that are unique and personally meaningful to them, yet existing technology struggled to meet that need.” The student team wanted to create a tool that inspires creativity while empowering kids to be part of the storytelling process.
Learn more about the projects that won Best in Show below.
Inference Analytics | Multilingual Language Processing – Patient Facing Gen AI Information Retrieval Responder
Presenters: Yexuan Sun, Yahui Zhou, Maya Mireles Rios, Yun Yang
Faculty Advisor: Utku Pamuksuz
Robotics | SKYSEARCH: Generalized Object Detection and Search
Presenters: Zachary Farahany, Duncan Calvert, Joon Park, Mohammad Ayan Raheel
Faculty Advisor: Steve Barry
Chicago White Sox | Deriving Swing Value & Context from Biomechanics Data
Presenters: Hank Snowdon , Anthony Buti, Alexander Yeager, Devan Joshi
Faculty Advisor: Jeanette Shutay
Conversational AI | Once Upon
Presenters: Hima Cheruvu, Nia Gangar, Rishika Ravindran, Christian Piantanida
Faculty Advisor: Nick Kadochnikov
Museum of Illusions | Real Time & Predictive Analysis Process for an Immersive Entertainment Business
Presenters: Qinglin Chui, Nina Zhang, Bianca Gunawan, Syed Muhammad Hasan Zaidi
Faculty Advisor: Don Patchell
GPT for Healthcare | MediNotes: SOAP Note Generation through Ambient Listening, LLM Fine-tuning & RAG
Presenters: Yuki Leong, Melody Gao, Christina Song, Johnny Ji
Faculty Advisor: Utku Pamuksuz
GPT for Healthcare | R2Gen2: Finetuning Multimodal AI for Radiology
Presenters: Aayush Verma, Ashmita Mukherjee, Rishab Mohan, Leo Li
Faculty Advisor: Utku Pamuksuz
Honorable Mentions
GPT for Healthcare | Radipedia: Customized, Transparent, and Multimodal Assistant for Radiology
Presenters: Lea Wu, Linda Ji, Vinezha Panca, Wyatt Meng
Faculty Advisor: Utku Pamuksuz
GPT for Healthcare | RadiGraph: Extracting Clinical Entities and Relationships from Radiology Reports into a Knowledge Graph Using LLMs
Presenters: Jiayi Deng, Ningxin Kong, Kaiheng Yao, Hongxuan Zhao
Faculty Advisor: Utku Pamuksuz
Conversational AI | InternationAlly by PropertyPilot
Presenters: Kshitiz Sahay, William DeForest, Yijing Sun, Daichi Ishikawa
Faculty Advisor: Nick Kadochnikov
Robotics | Innovative LEGO Design: Transforming Drone-captured 3D Model of Objects into LEGO Design Plan
Presenters: Phil Cooper, Nancy Gu, Thomas Shi, Peter Ye
Faculty Advisor: Steve Barry
UChicago Medicine | Prostate MR Image Segmentation with U-Nets and Transfer Learning
Presenters: Bender Russo, Junseong Park, Shubhankar Kumar, Wade Hou
Faculty Advisor: Batu Gundogdu
Inference Analytics | Medical Language Processing – LLM-based Radiology Annotation System
Presenters: Yezi Liu, Liuyi Pan, Kyu Sung Cho, Runyu Shang
Faculty Advisor: Utku Pamuksuz
Conversational AI | Trading Hero
Presenters: Kelvin Hsueh, Peter Fu Chen, Yaoning Yu, Nathan Chen
Faculty Advisor: Nick Kadochnikov