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Victor Lee

Head, Product Marketing Distinguished Graph Specialist

Dr. Victor Lee is a long-time technical and product leader at TigerGraph. He combines technical knowledge in graph analytics, databases, and ML/AI with strengths in strategic planning, communication, customer/user experience, and leadership to help to bring to market category-leading graph analytics & AI products. He is the author of Graph-Powered Analytics and Machine Learning with TigerGraph. At TigerGraph, he has previously served as Head of Product Strategy/Developer Relations and Head of Machine Learning/AI. He has degrees from UC Berkeley (BS Electrical Engineering and Computer Science), Stanford University, (MS EE) and Kent State University (PhD Computer Science, research on graph data mining). Before TigerGraph he was a visiting professor at John Carroll University.

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From Data Chaos to Clarity: Why Graph Visualization Powers Smarter Decisions
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TigerGraph logo with the text Graph for LLM Observability - Agentic AI Systems on a dark abstract background with connected dots and lines.
Graph for LLM Observability. The Missing Layer in Agentic AI
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A blue graphic with a faint outline of a hat and glasses in the background, TigerGraph logo in the corner, connected icons, and the text “Before You Flag It as Fraud” at the bottom.
Before You Flag It as Fraud, Know Who You’re Dealing With
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A graphic showing three identities with similar addresses on the left, connected by an arrow to a network of icons on the right, illustrating that fuzzy matching is insufficient for banking identity. TigerGraph logo is in the top left.
Why Match Scoring Fails | Graph-Powered Identity Resolution in Banking
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A comparison of flat AML/KYC data (left) showing isolated user and icons, versus graph AML/KYC (right) showing a central user icon linked to multiple bank and document icons in a network pattern. TigerGraph logo at top left.
How Graph Databases Power AML/KYC in Banking
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A network diagram with orange AI nodes, blue checkmarks, caution symbols, and gears connected by dotted lines. The TigerGraph logo is in the top left. Text reads, Graph-powered nervous system for agentic AI.
Graph: The Nervous System for Agentic AI
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A central user icon connects to six financial and business icons on a black background. The text reads, How to Maximize Share of Wallet in Graph-powered Customer 360 Financial Services. TigerGraph logo is in the top left corner.
Graph-Powered C360 Maximizes Share of Wallet in Financial Services
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Diagram with an orange AI circle in the center, linked to six icons for storage, graphs, databases, analytics, chat, and search. TigerGraph logo at the top left. Text: Hybrid storage and querying for real-time AI.
How Hybrid Storage and Queries Power Real-Time AI 
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