RESEARCH PAPER: Enterprise Machine & Deep Learning With Intelligent Storage

Fueled by data, infrastructure advances, and the ubiquity of machine learning and deep learning (ML/DL) toolkits, artificial Intelligence (AI) solutions are fast becoming a mainstay in the enterprise data center. AI turns data into insights across a broad swath of enterprise verticals as diverse as automotive, healthcare, life sciences, finances, technology, retail, and beyond. Data is now a competitive advantage in industries suchas insurance − where predictive AI removes risks from underwriting, finance − wherereal-time deep-learning recognizes fraud as it happens, and even data centermanagement − where patterns are analyzed to predict failures and scalability issues.

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Table Of Contents

  • Summary
  • Deep Learning Is Changing The Enterprise
  • Architecting For Deep Learning In The Data Center
  • Data In A Deep Learning Environment
  • Dell EMC: Delivering Storage For Deep Learning
  • Dell EMC: Full Stack Deep Learning
  • Conclusion
  • Figure 1: The Relationship Between AI, ML, and DL
  • Figure 2: Typical Machine Learning / Deep Learning Pipeline
  • Table 1: Examples Of Some Of The Available Ready Solutions And Reference Architectures

Companies Cited

  • Dell EMC