Jim Yang Email and Phone Number
Jim Yang is a data scientist with a focus on deep learning and optimization, applying his expertise to tackle complex social and real-world challenges. His academic journey through Columbia University and the University of Michigan has honed his skills in advanced analytics and predictive modeling. At Uber, Jim utilized deep learning techniques to enhance dynamic pricing strategies and improve predictive accuracy for passenger flow. His adeptness at optimizing large datasets to drive operational efficiencies highlights his ability to translate data into impactful solutions.At Taiwan People's Party, Jim authored insightful reports and newsletters, translating complex data into clear, actionable recommendations for international stakeholders. His pellucid writings and cogent presentations facilitated effective communication and strategic planning, while his organizational skills ensured the seamless execution of key tasks. Jim's capacity to read and extract from papers underscores his commitment to integrating analytical rigor with practical, real-world applications. Jim Yang's career is a testament to his dedication to leveraging data science and optimization to make a meaningful impact on global issues through both technical and strategic excellence.
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Teaching AssistantColumbia University Graduate School Of Arts And SciencesNew York, Ny, Us -
Graduate Student WriterColumbia Business School Oct 2024 - PresentNew York, United States -
Foreign Affairs Research FellowTaiwan People'S Party Aug 2023 - PresentTaipei• Authored monthly newsletters distributed to over 500 foreign missions and international scholars.• Operated and optimized our thousands of contacts through SalesForce and relational databases.• Conducted quality daily research to facilitate informed and effective communication with foreign delegations.• Jointly ran the party’s English website and primarily authored hosted materials.• Delegated presenter role on party introductions and stand-in interpreter in delegation receptions.• As a technical consultant, explained confidence intervals and significance to party and foreign institutions. -
Data Science InternUber Jun 2024 - Sep 2024New York, United States• Analyzed 50M+ ride records, identifying trends in flow, pricing, demand using Seaborn and Plotly.• Developed ML models using PyTorch to predict outbound passenger flow and optimize dynamic pricing.• Achieved 95% accuracy with CV model for face mask detection in real time 2fps video processing.• Achieved 99% accuracy with deep clustering model pipelines to identify urgent orders for price surges.• Domains: o Geospatial Analysis: Utilized Folium for heatmaps and visualizations of trip data and spatial patterns. o Time Series Analysis: Applied LSTM and GRU for predicting passenger flow and temporal patterns. o Computer Vision (CV): Implemented real-time face mask detection using video frame processing. o Customer Segmentation: Employed clustering techniques for identifying high-value and urgent orders. o Pricing Optimization: Analyzed ride factors and developed models for dynamic pricing strategies.• Methods: o Data Analysis: Leveraged Python libraries for handling and analyzing large 100 GB+ datasets. o Visualization: Created visualizations with Plotly and Folium to interpret spatial and temporal trends. o Computer Vision: Real-time mask detection with a Convolutional Neural Network (CNN) model. o ML methods such as Lasso regression, deep learning, clustering (K-means, DBSCAN, hierarchical). -
Research AssistantAcademia Sinica Feb 2023 - Jun 2023Taipei• Compiled and prepared visualizations depicting the impact of shocks on various economic indicators.• Managed and organized literary resources for 25% more efficient processing through parallel workflows.• Oversaw responsibilities associated with administrative tasks and other organizational duties.
Jim Yang Education Details
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Statistics -
3.97/4.0
Frequently Asked Questions about Jim Yang
What company does Jim Yang work for?
Jim Yang works for Columbia University Graduate School Of Arts And Sciences
What is Jim Yang's role at the current company?
Jim Yang's current role is Teaching Assistant.
What schools did Jim Yang attend?
Jim Yang attended Columbia University, 國立臺灣大學, University Of Michigan.
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