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Network Intrusion Detection with Neo4j and Snowflake

Building a network intrusion detector with Neo4j Graph Analytics for Snowflake. We use KNN to connect similar attack events, then train GraphSAGE on those relationships to classify malicious traffic – all natively in Snowpark Container Services. We’ll match the academic benchmark (macro-F1 0.811) using nothing but SQL.
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