Siang Kong Email & Phone Number

San Francisco, Ca, Us

Birmingham, Al, Us

• Partner Success• Catalog Optimization

Birmingham, Al, Us

Applying Machine Learning to optimize various focus areas:• Search Query Understanding• Catalog Enrichment• Recommendation Systems

San Francisco, California, Us

• Media Mix Modeling​ - Maintained an in-house media mix model using Bayesian Time Series models. Inform budgeting decisions and forecast order volume for marketing and finance stakeholders. Researched marketing theories and tuned parameters to improve MAPE by 5%.• Supply Chain Dashboard​ - Created the first dashboard for the supply chain monitoring through a new ETL job driven by Python and SQL to automate reports, which freed up 30+ labor hours per week. Defining metrics and scoping out project plan through iterative communication with business stakeholders. Identified unseen patterns of incorrect shipments and negotiated with vendors to get 20% discount for all orders for the following year, which is a 1mm+ budget savor.• Ad-hoc Analysis - Initializing analytics projects to detect hidden problems and solutions with data for cross-functional teams.

San Francisco, Ca, Us

• Applied Machine Learning techniques to classify brain activities after different memory tasks on 35 GB+ functional MRI data in Python.• Generated heat maps for brain and examined whether functional brain networks demonstrate stronger complex memory retrieval in young adults.• Created a custom Python module to automate feature engineering based on PyMVPA, a Python library for fMRI data, and Scikit-learn to improve readability and efficiency of scripts.* Based on the previous work of Wais PE, et al. Retrieval of high-fidelity memory arises from distributed cortical networks. Neuroimage. 2017. and Information-based functional brain mapping. N Kriegeskorte et al, National Academy of Sciences. 2016

Rincon, Pr, Pr

• Addressed overstock/ out of stock inventory issues with a data-driven strategy. • Predicted future sales volume by scrapping Amazon Ranking data in Python. • Reduced over-orders by 40% by revising sales forecast using SARIMA time series models.• Optimized production order to satisfy shipping and order goals. • Adjusted budget for the global marketing team with Total Addressable Market analysis on medical instruments.

• Created reports on KPMG FinTech 100 for financial technology studies.• Conducted researches and put up report for fund-raise for Chang-Hua Christian Hospital, the pioneer hospital in Taiwan that develops precision medicine.

Taipei, Northern Taiwan, Tw

• Advisor: Professor Shu-Jen Yeh• Translated agricultural data in 1895-1945 from Japanese and built database in excel to study the correlation between the growth of rice and sugar cane; drew economics models using Excel and CorelDraw

Summer Program In Quantitative Methods Of Social Research

Master Of Science - Ms, Data Science

Bachelor Of Arts - Ba, Economics