ISA 419

Data Driven Security

Miami University · UGRD · Fall 2026

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Traditionally, information technology (IT) security entailed using a few tools, solutions and best practices that focused on attack prevention and protecting a company's sensitive information and network assets. However, these solutions are no longer sufficient. Businesses are transitioning to a new era, where cybersecurity is enhanced and almost requires data-driven analytical solutions. The primarily goals of data-driven security are to: a) discover malicious patterns from the data-lakes of logs produced by security software, b) develop automated tools that can assist in the surveillance of security-related data. This course covers various analytic applications in information/ cybersecurity including: user behavior analysis, network and host intrusion detection, web security, phishing detection, and emerging issues in Industrial Internet of Things (IIoT) security. The course is very applied and involves a large amount of programming to examine real datasets. Prerequisites: BUS 104 , ISA 225 and ISA 235 .

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Class #miami_oxford-ISA419Fall 2026UGRD3 credits
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