Jingyi Gu Email & Phone Number

New York, NY, US

Princeton, New Jersey, United States

Finetuning and implementing VLMs/LLMs on images for object extraction, code generation, and Q&A assistant

Tarrytown, New York, United States

- Generate data-driven machine learning framework to gain insights in human biology and disease.

San Jose, California, United States

- Explore pre-train models under self-supervised learning paradigm for molecular representation learning- Utilize GNN and Transformer as backbones to explore 2D topology and 3D spatial position of molecules– Finetuned the molecular representation for downstream deployment (e.g., property prediction)

Woodbridge, NJ

- Tested impact of vehicle information on predicting loss in auto insurance to optimize pricing model, automated end-to-end process, improved model performance by 5%- Implemented tree-based model structure on pricing model, delivered robust ETL and modeling process.- Refreshed logistic regression model to predict policy lifetime expectancy, monitored.

Piscataway, NJ

- Developed stochastic deterioration model in R based on survival analysis, Markov Chain to forecast survival performance of 150k Mid-Atlantic bridge components, visualized simulation results on bridges condition rating, provided recommendations and insights- Designed ETL process capable of bridge data migration from LTBP data warehouse to AWS S3 platform.

Shanghai

- Generated data processing pipelines on a clinical trial study data (100k+ rows) to detect discrepancy between drug administrating rules and protocol in R, guaranteed safety results- Automated a report dashboard for clinical trial study data integration by R Shiny, improved efficiency by 10 times- Supported in coding training for entry level statistical.

Doctor Of Philosophy - Phd

Master Of Science

Bachelor'S Degree

Education record