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Explore the world of atypical network activity in this informative conference talk by John O'Neil, Data Scientist at Edgewise Networks. Delve into the importance of identifying unusual behavior in complex network systems, which may indicate new and unexpected occurrences beyond typical activities. Learn to create your own tools for detecting unusual network events using Python and easily available pip installations. Discover simple yet effective approaches to answer intriguing questions about network anomalies that scale well. Gain insights from O'Neil's expertise in data analysis, analytics, search engines, natural language processing, and machine learning, backed by his PhD in linguistics from Harvard University and extensive experience in Computer Science and related fields.