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General Information
Full Name | Barry Xue |
Languages | English, Chinese |
Education
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2019-2023
Bachelor of Science
University of California, San Diego, USA
- Major: Data Science
- Specialized in Machine learning and Artificial Intelligence
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Related Course Work:
- DSC120 Signal Processing
- DSC102 Data Distributed Systems
- CSE151B Deep Learning
- CSE152 Computer Vision
- DSC140 Probabilistic Machine Learning
- DSC190 Autonomous Robotics Navigation
- CSE234 Large Scale Machine Learning Systems
Experience
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Summer 2022
DataWarehouse Engieer, Intern
Personalis, Menlo Park, CA
- Develop ETL scripts with SQL syntax on Google’s BigQuery Cloud Platform and local SQL Server for genomic data GB-sized data in development and TB-sized data in production
- Utilize Dagster to schedule and chain daily/weekly ETL jobs. Deploy regression (Boosted Tree), clustering (K-means), and recommendation (ALS Factorization Machine) models on the development dataset with BigQuery ML
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Sep 2022 - Present
Undergraduate Researcher
Henry Abarbenal Biophysics Lab
- Redesign existing implementation of RBF network with PyTorch to utilize GPU for data heavy experiments, lower projected runtime from 25 hrs to 10 hrs
- Implement novel algorithm (False Nearest Neighbor) in Numpy and PyTorch to search for hyperparameter in high-dimensional dynamic system, and successfully recreate the activation voltage of a neuron
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Summer 2021
Risk Model Analyst Intern
FICO China
- Built reliable user scoring model with Java-based data modeling system with 1000+ real user data in accordance to client’s requirement
- Experiment with popular ML algorithms (Random Forest, SVM, Neural Network, etc) to extract more predictive power, raising accuracy by 12% over previous approach
Academic Interests
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Machine Learning Application
- Graph Neural Network
- Computer Vision and Image Generation
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Dynamic Systems
- Neuron Connection in Song Bird's Brain
Other Interests
- Hobbies: Cycling, Cars, Skateboarding, Reading, and more still waiting to be explored 😃.