Wei Sun Email & Phone Number
@freddiemac.com
1 phone found area 703
LinkedIn matched
Who is Wei Sun? Overview
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Wei Sun is listed as Administrator at Oriental Care LLC, based in New York, United States. AeroLeads shows a work email signal at freddiemac.com, phone signal with area code 703, and a matched LinkedIn profile for Wei Sun.
Wei Sun previously worked as VP, Data Analytics & Applied AI at Jpmorgan Chase & Co. and Quantitative Analytics Manager at Freddie Mac. Wei Sun holds Phd, Operations Reseach from George Mason University.
Email format at Oriental Care LLC
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AeroLeads found 1 current-domain work email signal for Wei Sun. Compare company email patterns before reaching out.
About Wei Sun
Senior Data Analytics manager and applied AI practitioner, efficient algorithm developer, statistical modeler, with more than 10-year hands-on experience in both academic and industry research and development with mixed applications in different fields including investment & capital market, investment banking, mortgage prepayment, autonomous driving, prediction market, etc. Expert of Bayesian inference algorithms, Bayesian networks, and state-space models.Particularly,- Business oriented professional parallelized with detailed-oriented spirit on solving real-life problems.- Fluent data ETL and model development skills on big data platform with Apache Spark. - Full spectrum of statistical model development experience from data check, ETL, feature engineering, estimation, to parallel hyper parameters training, model validation, to error tracking, performance evaluation, and risk control.- Innovation on dynamic model update using incremental Bayesian learning by distributed optimization and unscented Kalman filter.- Full cycle of software development on algorithm design/implementation from prototyping to final product including thorough software testing.- Expert of state space model estimations using sensor data fusion, dynamic Bayesian networks, graphical models and all series of Kalman filters (Kalman, Extended Kalman, Unscented Kalman, Particle filters)- Deep understanding on machine learning methodologies (logistic regression, SVM, naive Bayes, random forest, decision tree, PCA, Bayesian networks, etc.)- Fluent coding in PySpark, Python, scikit-learn, pandas, numpy, scipy, matplotlib, neo4j, C, SAS, Matlab- Committer for the open source BayesNet Toolbox (downloads more than 54,970 since 2010. url: https://code.google.com/p/bnt/).- Core backend developer for the crowdsourced forecasting website https://scicast.org/, (efficient & highly scalable algorithms for maintaining market distribution and managing user’s assets)- Author of papers published in top machine learning conference UAI, IEEE Transactions, AI journals, on Bayesian Belief Networks, user asset modeling for prediction market, high level data fusion, Gaussian mixture reduction, tree-based distributed computing, etc.
Listed skills include Machine Learning, Matlab, R, Statistics, and 28 others.
Wei Sun's current company
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Wei Sun work experience
A career timeline built from the work history available for this profile.
Vp, Data Analytics & Applied Ai
CurrentInvestment banking analytics, payments operations, big data modeling, debt/equity capital market analytics, shareholder base analysis.
Quantitative Analytics Manager
• Developed and implemented incremental model update algorithms using Unscented Kalman filter and distributed optimization algorithm for mortgage prepayment model auto update on monthly performance data.• Supported MBS trading via stress testing, portfolio analysis and impact comparison with dealer models.• Built up big data and modeling platform with Apache Spark using internal cluster and external vendor infrastructure including AWS.• Standardized loan level data extraction, assembly, variable naming consistency, and feature generation for multiple modeling purposes. • Established visualized data dictionary.• Managed multiple data projects including STACR, CAS, coreLogic, etc.
Senior Algorithm Engineer
• Maintained and developed object tracking algorithms based on different radar configurations. Provided customized output features such as blind zone alert, close vehicle warning, etc. Applied machine learning methods to improve classifications on noise radar detections.• Analyzed and visualized both vehicle and radar real-time data for continuous tracker improvement and R&D pipeline implementation. (Tableau, Matplotlib, Delphi-owned GUI tools)
Senior Research Scientist
• Maintained data integrity and consistency with focused cleanup initiatives for business unit’s data files; • Derived higher order features from original variables for diagnostic problem and analyzed the core drivers of the failures.• Provided various data visualizations for management team’s insights.• Conducted data-driven analysis to guide lab simulation.• Proficient in using Python for large-scale data check, importing into and retrieving from database, and using scikit-learn for machine learning tasks.
Research Scientist
• Achieved scalability in order of magnitude by developing efficient trade-based asset model using dynamic junction tree for https://SciCast.org/, a combinatorial prediction market for science & technology forecasting. • Led extensive software testing using manual, equivalent class partitioning, randomized cases, regression set, and simulation, in automatic robot framework.• Improved market performance by auto-trader using Kelly rule optimization trading tool with demonstrated asset gain in simulation.• Led research, prototyping, implementing, then worked with software engineering team to deliver the final production system for prediction markets. • Increased estimate accuracy and computational efficiency using distributed probabilistic inference algorithms for mixed discrete and continuous model.
Senior Analyst
• Created demand forecasting model for airlines revenue management using probabilistic graphical model Bayesian networks, and customized the model for different United Airlines flights.• Developed discrete choice model for alternative itineraries across airlines using logistic regression• Analyzed market behaviors and developed customer segmentation model for yieldable and priceable demands with better estimates.• Excellent skills for data extraction, pre-processing, data cleaning, statistical analysis, using SQL and SAS.
Research Assistant
• Inference algorithm for hybrid Bayesian networks with mixed discrete and continuous variables.• Nonlinear filtering method comparison• Gaussian mixture models, importance sampling methods, Monte Carlo Simulation
Wei Sun education
Phd, Operations Reseach
Ms, Operations Research
Bachelor'S Degree, Electrical Engineering
Frequently asked questions about Wei Sun
Quick answers generated from the profile data available on this page.
What company does Wei Sun work for?
Wei Sun works for Oriental Care LLC.
What is Wei Sun's role at Oriental Care LLC?
Wei Sun is listed as Administrator at Oriental Care LLC.
What is Wei Sun's email address?
AeroLeads has found 1 work email signal at @freddiemac.com for Wei Sun at Oriental Care LLC.
What is Wei Sun's phone number?
AeroLeads has found 1 phone signal(s) with area code 703 for Wei Sun at Oriental Care LLC.
Where is Wei Sun based?
Wei Sun is based in New York, United States while working with Oriental Care LLC.
What companies has Wei Sun worked for?
Wei Sun has worked for Oriental Care Llc, Jpmorgan Chase & Co., Freddie Mac, Delphi Automotive, Electronic & Safety, and United Technologies Research Center.
How can I contact Wei Sun?
You can use AeroLeads to view verified contact signals for Wei Sun at Oriental Care LLC, including work email, phone, and LinkedIn data when available.
What schools did Wei Sun attend?
Wei Sun holds Phd, Operations Reseach from George Mason University.
What skills is Wei Sun known for?
Wei Sun is listed with skills including Machine Learning, Matlab, R, Statistics, Sas, C, Data Mining, and Statistical Modeling.
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