As a Data Science student at the University of Chicago, I am passionate about leveraging advanced analytical techniques to solve complex problems in healthcare, AI, and technology. My experience spans various research roles and entrepreneurial endeavors, with a focus on applying machine learning and data-driven insights to real-world challenges.Key Highlights:Research and Analysis: At Washington University's Institute of Informatics, I contributed to research on Neurofibromatosis type 1 (NF1), utilizing EHR data to predict health outcomes. My role as a Research Assistant at the Personomics Lab involved managing large datasets and employing advanced modeling techniques to study brain structures and their relation to diseases.Entrepreneurship: I founded Fencer’s Page, a platform revolutionizing fencing by providing tournament hosting, live streaming, and an AI referee. Our AI referee, developed from my research in computer vision, is the first of its kind globally.AI and Machine Learning: My work includes developing AI models for pose estimation, blade segmentation, and analyzing forces on athletes, published in Applied Sciences. I have also explored the application of CNNs to model interactions between quarks, contributing to publications in Entropy.Leadership: I have led initiatives like founding the Laurel Journal of Humanities and co-organizing a summer camp, demonstrating my ability to manage teams, mentor peers, and create impactful programs.I am driven by curiosity and a desire to innovate, continuously seeking opportunities to apply my skills in data science and machine learning to meaningful projects. Connect with me to discuss collaborations, research opportunities, or anything AI and data science-related!
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FounderFencer’S PageUnited States
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Software EngineerTiptop Technologies Oct 2024 - Present
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Research Assistant, Wang'S GroupUniversity Of Chicago Sep 2024 - PresentChicago, Illinois, United StatesUse Bayesian analysis and causal inferences to study genomic data and its influence on BMI -
Research Assistant, 3DlUniversity Of Chicago Sep 2024 - PresentChicago, Illinois, United StatesUse Mesh-CNN to construct segmentation in 3D model
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FounderFencer’S Page Mar 2023 - PresentFounded the start-up company named Fencer’s Page in Guangzhou, China. Fencer’s Page provides a platform for clubs and tournaments organizers to host their events online and fencers/parents sign up for games.Currently have hundreds of registered clubs/organizations across 5 provinces in China and more than 10,000 registered fencers.Fencer’s Page also provides live streaming, athletes ranking, fencing news, and many other information and functionalities to users.The AI fencing referee developed from the research project “How to Use Convolutional Neural Network to Build an AI Referee” is integrated into the APP. This is the first real time AI fencing referee in the world.
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Institute Of Informatics, Data Science, And Statistics Summer InternWashington University School Of Medicine In St. Louis May 2024 - Aug 2024Conducted research regarding Neurofibromatosis type 1 (NF1), a complex genetic disorder.Employed a cross-sectional analysis approach using data extracted from a pediatric NF1 cohort.Predicted the occurrence of OPG, ADHD, or scoliosis based on the patient’s EHR information. -
Research Assistant, The Personomics LabWashington University School Of Medicine In St. Louis Dec 2023 - May 2024Managed the data from AABC dataset, the longitudinal extension of the Human Connectome Project, which studies the structure of human brain, used image recognition, feature extraction, natural language processing, and other tools to analyze the data and map the structures of human brain and related diseases.Co-authored a research paper focusing on the application of predictive modeling using data from AABC dataset
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Individual ResearcherWashington University In St. Louis Jun 2022 - Jul 2024Use the Mask-RCNN model trained in the research project “How to Use Convolutional Neural Network to Build an AI Referee” to perform human pose estimation and blade segmentation and extract data from fencing videos.Calculated the force experienced on each joint using five-point stencil to calculate acceleration, angle, and other key variables. Analyze the effect of force on athletes of different styles and different ways to prevent injuries.Authored (First Author) the paper “Deep Learning Methods to Analyze the Forces and Torques in Joints Motion”, published on Applied Sciences. Link: https://doi.org/10.3390/app14156846. -
Individual ResearcherWashington University In St. Louis Jun 2022 - Jul 2024Used Convolutional Neural Network (CNN), a tool commonly used in computer vision, to model the interactions between quarks. Understand the importance of transport coefficient as a crucial factor for the interaction between quarks and gluons.Used Langevin Equation includes transport coefficient as parameter and generates data of evolutions for different parameter values. Transformed the generated data to 2D matrix, which can be used to train CNN and optimize the parameters in the equation.Authored (First Author) the paper “Machine learning approach to analyze heavy quark diffusion coefficient in relativistic heavy-ion collisions”, published on Entropy. Link: https://doi.org/10.3390/e25111563.
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Research Assistant - Nathan Jacob'S LabWashington University In St. Louis Sep 2023 - Dec 2023
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Individual ResearcherCulver Academies May 2020 - Jun 2023Trained and developed a specific model for human and blade recognition in videos using Convolutional Neural Network (CNN), collected and labeled over 2000 images for training dataset, used K-Near-Neighbor (KNN), Logistic Regression, and Random Forest coupled with knowledge in calculus and physics to analyze data and provide result, and tested model accuracy with Olympic fencing videos.Sole-authored the paper “How to Use Convolutional Neural Network to Build an AI Referee,” published in Vol. 3, 2022 Advanced Engineering: An International Journal (ADEIJ). Link: https://airccse.com/adeij/papers/3322adeij02.pdf.Presented project and won State 1st place, Dean’s Award, Most Outstanding Exhibit in Science, Technology Engineering and Mathematics in Intel Science and Engineering Fair (ISEF). Won State 1st place & National Finalist in Junior Science and Humanity Symposium (JSHS).Self-developed a machine learning algorithm to study data extracted from over 10,000 fencing videos and referee a fencing game. Has an accuracy of approximately 90%.An Introduction Video of AI Fencing Referee Project: https://youtu.be/jMTOty-9k1M. -
Student ResearcherCulver Academies Aug 2022 - Jan 2023Prepared growth medium and conditions for Methylocystis sp., a special kind of bacteria capable of turning methane into methanol, thus reducing the amount of methane, a greenhouse gas.Created varied samples to compare different ammonium sources and copper ion concentrations, and measured the growth rate of Methylocystis sp.Earned Honors in Science and Outstanding Award in Culver Science and Engineering Fair.
Rui Guo Education Details
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Sophomore
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Washington University In St. Louis3.97 -
Diploma
Frequently Asked Questions about Rui Guo
What company does Rui Guo work for?
Rui Guo works for Fencer’s Page
What is Rui Guo's role at the current company?
Rui Guo's current role is Founder.
What schools did Rui Guo attend?
Rui Guo attended University Of Chicago, Washington University In St. Louis, Culver Academies.
Who are Rui Guo's colleagues?
Rui Guo's colleagues are Yelyzaveta-Mariia I., Fasil Mon, Naveen Haque, Ishaan Chadha, Ta'naija Fair, Shreya Lakshman, Zebah Mamoon.
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