JOHN GILMAN

San Francisco, CA • 415-***-**** • ad2npn@r.postjobfree.com

AREAS OF EXPERTISE

Machine Learning & AI Solu3ons PyTorch TensorFlow Data Analy3cs CRISM-DM Methodology Model Development & Selec3on Project Management Mentoring Ontology-Aware Transformers NLP Large Language Models Gradient Boosted Machines Deep Learning Demand Forecas3ng Big Data PySpark ETL pipelines Knowledge Graphs Cloud ML Ops Personaliza3on and Market Segmenta3on Lead Scoring Experience

Data Science Consultant, 03/2022 to Current Valid Inference ConsulCng – CA

• For a stealth medical device company, provided R&D in using Graph Neural Nets for point cloud alignment and paPern matching of 3D scans for high precision physical measurement. Developed a 3d scan image distributed cloud-based processing workflow. Workflow included remote device configura3on and control, image uploading, point cloud genera3on, mul3-image alignment, mesh genera3on, and volume calcula3on. Also developed analy3cal tools for 3meseries analysis of pa3ent data.

• For Meta, provided data science consul3ng to the Privacy Compliance Group. Tools: Graph Neural Nets, OpenCV, Python/Pandas, workflow automa3on Head of Data Science and Eng., 04/2019 to 03/2022 Pill Club – San Mateo, CA

• Provided data analy3cs using Tableau to finance, clinical, pharmacy, and shipping divisions.

• Built applica3ons around large language models on SageMaker for classifying messages with clinical content integrated with the pa3ent’s EMR. Models were combined with the Unified Medical Language System for clinical concept seman3c understanding.

• Designed and led development of cloud data infrastructure and ML pipelines. Tools: LightGBM, PyTorch, BERT, SageMaker, Tableau, Knowledge Graphs, AWS EMR, Redshi\ Staff Data ScienCst 08/2017 to 04/2019 SoFi – San Francisco, CA

• Built marke3ng data science team.

• Led development of machine learning applica3ons for audience targe3ng and market segmenta3on.

• Employed machine learning for cross-sell, underwri3ng, and pricing. Tools: LightGBM, Autoencoders, Tensorflow, GANs, Python/Pandas Head of Data Science 05/2013 to 08/2017 Integral – Palo Alto, CA

• For a high frequency currency exchange, founded data science and engineering teams.

• Designed and led the build of the industry's first FX trading analy3cs plaaorm.

• Integrated local trading network with AWS cloud data lake for analy3cs. Tools: Kaba, Cassandra, Java, Python/Pandas

Data Science Consultant, 01/2009 to 05/2013 Valid Inference ConsulCng – CA

• For DARPA, built an ontology-based NLP/NLU knowledge extrac3on applica3on.

• For Wells Fargo Mortgage, designed a knowledge grid for real-3me inference and classifica3on of loan applica3ons.

Tools: Knowledge Graphs

Director of Architecture, 01/2007 to 01/2009 Blue Shield of CA – SF, CA

• Led design effort to deliver an ontology-based knowledge services layer for the delivery of normalized and derived business-defined concepts from disparate data sources throughout the enterprise. Service layer integrated claims, EMR, and pa3ent services data. EducaCon

Bachelor of Science: Informa3on Technology

State Univ. of New York - Albany, NY Highlights

ExperCse

• PyTorch, Tensorflow

• Tableau, PowerBI, Quicksight

• RDS, Redshi\, Athena, Glue

• PySpark, AWS EMR, SageMaker

• Kaba, RabbitMQ

• Docker/Kubernetes, Fargate

• Cassandra, Mongo, DynamoDB

• Python/Pandas, Java, Scala

• Microservice Orchestra3on

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