2672 - AI Infused - IBM FCM4 and Storage Defender Extending Ransomware Detection v3.pdf

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1、October 21-24,2024Mandalay Bay Convention CenterLas Vegas,NevadaSession#2672AI Infused-IBM FCM4 and Storage Defender Extending Ransomware DetectionChristopher Vollmar,IT Specialist Storage-Principal Cyber and Data ResiliencyIBMErin FarrSenior Technical Staff Member,Storage CTO OfficeIBMAI Infused IB

2、M Storage for Data Resiliency and AI#IBMTechXchangeAI and Machine Learning are woven throughout IBM Storage for Data Resiliency2IBM TechXchange|2024 IBM CorporationArtificial Intelligence(AI)Human intelligence exhibited by machinesMachine Learning(ML)Systems that learn from historical dataDeep Learn

3、ing(DL)ML technique that mimics human brainfunctionAIcanbe defined asa technique that enables machines tomimic cognitive functions associated with human minds cognitive functionsinclude all aspects of learning,reasoning,perceiving,and problem solving.ML-based systems aretrained onhistorical data to

4、uncover patterns.Users provide inputs to the ML system,which thenapplies these inputs tothe discovered patterns and generates corresponding outputs.DLis a subset of ML,using multiple layers of neural networks,which are interconnected nodes,which work together toprocessinformation.DLis well suited to

5、 complex applications,like image and speech recognition.Foundation ModelGenerativeAI systemsAImodel built using a specific kind of neural networkarchitecture,called a transformer,which is designed to generate sequences of related data elements(for example,like a sentence).1950s1980s2010s2020sAgenda0

6、10203040506Architecture for Data ResDefense in Depth-DetectionIBM Defender SensorsIBM Ransomware DetectionIBM Storage SentinelIBM Data Management ServiceIBM TechXchange|2024 IBM CorporationIBM Storage Defender provides end to end data resiliencyEarly Threat DetectionEarly Threat DetectionFast&SafeFa