Edward Sun
Location
San Francisco, CA
Education
U
University of California-Berkeley
September 2020 - August 2021
degree
Bachelor's
major
Data Science
U
University of California - Berkeley
Work Experience
C
CareDx
Data Scientist
Brisbane, CA, US
March 2022 - present
company
CareDx
title
Data Scientist
overview
- Built and managed relationships across multiple departments (Biostatistics, Data Sciences, and R&D) to assess, prioritize, translate requirements into comprehensive technical scopes
- Spearheaded the conversion of over 2000 lines of R code to Python for HistoMap Kidney pipeline
- Developed entity-resolution models to disambiguate sets of demographic data at 0.95 confidence
- 0.97 F1 score utilizing over one million patient labels for clinically validated transplant surveillance
A
AbbVie
Machine Learning Intern
Chicago, IL, US
January 2021 - August 2021
N
Newday Impact Investing
Investment Analyst
San Francisco, CA, US
January 2021 - August 2021
I
Industrial Technology Research Institute
Deep Learning Intern
June 2019 - August 2019
Skills
AlgorithmsAmazon Web ServicesApache SparkApplication Programming Interfaces (APIs)Artificial Neural NetworksBaggingBiopsiesBiostatisticsComputer ProgrammingComputer VisionC++ (Programming Language)Data AnalysisDatabricksData ScienceDecision TreesDeep LearningDemographicsDockerESG CriteriaExecution of ExperimentsForecasting SkillsGene ExpressionGovernanceGPTHealth InformaticsJavaScript (Programming Language)JupyterKidney Failure (Professional Expertise)KidneysLarge Language ModelsLogistics OperationsMachine LearningMatplotlibMicrosoft AzureNumPyNvidia CUDAOpenCVPandasPathologyPredictive Data AnalysisPrincipal Component AnalysisPrioritization of RequirementsProfilingPython (Programming Language)ReactJSRemote MonitoringResearch and DevelopmentSciencesSQL DatabasesTableau (Software)Technology ResearchTransplantingUnsupervised LearningVisualization