Yiming Fu


Location

Pittsburgh, PA
Shanghai, People's Republic of China
Education
    Carnegie Mellon University
    August 2024 - December 2025
    expected degree
    Master's
    major
    Data Analytics
    TSINGHUA UNIVERSITY WEIYANG COLLEGE
Work Experience
    Tsinghua University
    May 2024 - June 2024
    company
    Tsinghua University
    overview
    - Reached an accuracy of over 80%, which surpassed the contrast model using time-scaled average by over 20 - Optimize Diamond Transaction Profits Using Ensemble Models - 2024.5-2024.6 - Course Project - Machine Learning - Data Source: Tsinghua University - Conducted exploratory data analysis on 10k+ diamonds for budget optimization and price-setting strategies - Developed ensemble models to predict diamond acquisition and retail prices, achieving a R-squared of 98 - Leveraged model output to assess vendor pricing fairness and generate insights across various types of diamonds - Deployed model pipeline to automate data transformation, model prediction, and insights generation processes
    Traffic Risk Prediction System with Time
    Advisor
    November 2023 - June 2024
    TikTok in China
    Team Leader Machine Learning
    April 2023 - October 2023
    JINGDONG Technology
    Data Application Engineer
    Beijing, CN
    August 2023 - September 2023
    SAISHANG Data Technology
    Data Analyst
    Shanghai, CN
    June 2022 - August 2022
Skills
A/B TestingAnalytical ThinkingApache HadoopApache HiveApache SparkAsset ManagementAutomationBig DataBudgeting SkillsBusiness InformaticsBusiness IntelligenceBusiness ProcessesBusiness StrategiesCluster AnalysisComputer ProgrammingC++ (Programming Language)Data AnalysisDatabasesData RetrievalData StreamingData TransformationDeep LearningDiscretizationE-CommerceForecasting SkillsJava (Programming Language)Knowledge of Civil EngineeringKnowledge of EngineeringKnowledge of FinanceKnowledge of MathematicsKnowledge of StatisticsLeadershipLiteratureMachine LearningMarketingMatplotlibMetricsMultivariate AnalysisMySQLNumPyOracle ApplicationsPandasPhysicsPrestoProfit-Based Sales TargetsPython (Programming Language)PytorchRandom ForestRetail CommerceRisk AnalysisR (Programming Language)SalesScikit LearnSimulationsSQL DatabasesStrategic ThinkingStrategies of PricingTensorflowTraffic FlowWeb CrawlersXgboost