Tiantuo Wang


Location

Emeryville, CA
Shenyang, People's Republic of China
Education
    University of California-Berkeley
    August 2024 - August 2025
    degree
    Master's
    major
    Industrial Engineering
    The University of Sydney
Work Experience
    Yuanhui Investment
    Machine Learning Engineer Intern
    Beijing, CN
    May 2024 - August 2024
    company
    Yuanhui Investment
    title
    Machine Learning Engineer Intern
    overview
    - Enhanced Stock Price Prediction Models: Developed an ensemble learning framework to predict stock prices using over 100k data - Classification Approach for Stock Prediction: Transitioned from regression to classification for stock price prediction, defining - Custom Voting Mechanism: Designed a custom voter to aggregate predictions from multiple models. Integrated results from MLP - LightGBM, CatBoost, and XGBoost models to determine final prediction, ensuring higher reliability and accuracy - Python and Machine Learning Tools: Leveraged Python, TensorFlow, and scikit-learn for model development and validation - Conducted extensive hyperparameter tuning and model evaluation to optimize performance and minimize overfitting
    Evalueserve
    Market Insights and Data Analyst Intern
    Shanghai, CN
    December 2023 - May 2024
Skills
AdaptabilityAlgorithmsAnalytical ThinkingAttention to DetailBenchmarking SkillsBusiness AnalysisCalculationsCausal InferenceCodebaseComputer ProgrammingCustomer InsightsData AnalysisDatabasesData DeduplicationData ProcessingData VisualizationDecision Tree LearningDeep LearningDistillationDocument ClassificationElectric VehiclesExecution of ExperimentsFeasibility StudiesFeature ExtractionForecasting SkillsFundraisingKnowledge of FinanceKnowledge of MathematicsKnowledge of StatisticsLogistic RegressionMachine LearningMarket ResearchMATLABMatplotlibMicrosoft ExcelMicrosoft WordMySQLNumPyPandasPerformance ManagementPredictive Data AnalysisPredictive ModellingPysparkPython (Programming Language)Random ForestRaw DataReliabilityR (Programming Language)Sample Size DeterminationScikit LearnSearch EnginesStrategies of PricingStreamlineTableau (Software)TensorflowTrustworthinessWorkflowsXgboost
Volunteer
    vivid sydney
    June 2024 - June 2024