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opnet's Introduction

Howdy! ๐Ÿ‘‹

My name is Scott, and I'm a Data Scientist, Consultant, and AI Researcher developing Artificial Intelligence, Machine Learning, and Statistical solutions in several industries, such as biotechnology, medical devices, and healthcare.

I receieved my Ph.D. from the University of Michigan, where I developed new Systems Biology models to identify cancer drug candidates that target metabolism (Publications). My work has been acknowledged by institutions such as the National Cancer Institute, the Department of Education, and the Arnold and Mabel Beckman Foundation, where I have earned several fellowships and scholarships to conduct independent research.

Nowadays, I'm a Data Scientist at RaLytics, where I'm heads down in AI R&D for a wide variety of company use-cases. Additionally, I have worked with several U.S. government, research, and private institutions as a consultant to offer insights, technical expertise, and develop new solutions on projects that catch my interests.

Some of my current projects include (but are not limited to):

  • Training and developing Vision-Language Models for chart reasoning and understanding ๐Ÿ“ˆ
  • Medical NLP development for entity identification, extraction, and summarization ๐Ÿ“„
  • Deploying statistical learning models for inferring patterns of care from claims data ๐Ÿฅ
  • Pose estimation applications for improving athletic performance ๐Ÿƒโ€โ™€๏ธ

Some past projects I have worked on include:

  • Leveraging LLMs for developing a personalized marketing platform ๐Ÿ“ง
  • Performing data analysis and creating data pipelines for healthcare-based datasets (claims, financial, EMRs, etc) ๐Ÿ—‚๏ธ
  • Establishing DataOps and MLOps best practices for model deployment and data processing โ˜๏ธ
  • Vision models to identify anatomical structures during surgical procedures ๐Ÿ˜ท
  • Developing bioinformatics pipelines (gene set enrichment analysis, protein expression network graphs, etc) for drug discovery ๐Ÿ’Š

โ˜• I'm always interested in chatting, colabs, and consulting gigs. If you're in the Bay Area and want to grab a coffee or just say hi, you can reach me at my email address or LinkedIn. For my writings about all things nerdy, you can check out my blog, which is currently undergoing some re-vamping.

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