University of Southern California Information Sciences Institute
December 2023 - present
company
University of Southern California Information Sciences Institute
overview
- Dec 2023 - Now
- Developed a violence classification model and investigated violence radicalization in online communities using NLP by
- Python, resulting in increased user retention, reduced content moderation costs, and improved regulatory compliance
- Fine-tuned deep learning-based NLP models (such as BERT and Roberta) for violence detection using transformer
- Utilized embeddings and recommendations
- Boosted 20% accuracy by bootstrapping, over-sampling methods for data imbalance problems
A
Aalto University Department of Computer Science Independent Research
October 2023 - May 2024
A
Arizona State University School of Computing and Augmented Intelligence
June 2023 - October 2023
Skills
Languages
ChineseEnglishJapanese
Skills
A/B TestingAlgorithmsAmazon Web ServicesApplication Programming Interfaces (APIs)Causal InferenceCluster AnalysisComputer ProgrammingCustomer ExperienceData AnalysisData ScienceData StructuresData VisualizationDeep LearningEmployee RetentionIndependent StudiesInformation SciencesInformation TechnologyKnowledge of MathematicsKnowledge of StatisticsLarge Language ModelsLinear AlgebraLinguisticsMachine LearningMarket TrendsMATLABMatplotlibMental DiseasesMental HealthMicrosoft ExcelNatural Language ProcessingNetwork AnalysisNumerical AnalysisNumPyPandasPlaylistsProduct DesignPsychologyPython (Programming Language)PytorchRegulatory ComplianceRelational DatabasesSciPySPSS (Software)SQL DatabasesStatistical Hypothesis TestingTableau (Software)TensorflowTopic ModelingVisualization