Home Artificial Intelligence (AI) AI: It’s All About the Data: The Shift from Computer Science to Data Science – Part 2

AI: It’s All About the Data: The Shift from Computer Science to Data Science – Part 2

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AI: It’s All About the Data: The Shift from Computer Science to Data Science – Part 2
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Machine Learning Provides the Answers

The newest data science approach to managing and optimizing virtual infrastructures applies the AI discipline of machine learning (ML).

Rather than monitoring individual components in the traditional computer science way, ML tools analyze the behavior of interrelated components. They track the normal patterns of these complex behaviors as they change over time. Machine learning-based analytics tools automatically identify the root causes of performance issues and recommend the steps needed to fix them.

This shift to a data-centric, behavior-based approach has major implications that significantly empower IT professionals. IT pros will always need domain expertise in computer science. But what analytical skills will IT need to become effective in this new AI-driven world?

Unlike earlier analytics tools were general purpose or provided relatively low-level primitives or APIs, leaving IT to determine how to apply them for specific purposes. Early tools were largely impractical because they had limited applicability. Moreover, IT pros using them had to have a deep analytical background. New tools are much different. They allow IT pros to leapfrog ahead -to use advanced data science approaches without specialized training. They automatically deliver fast, accurate solutions to complex problems like root cause analysis, rightsizing, or capacity planning.

Read the entire article here, Part 2- AI: It’s All About the Data: The Shift from Computer Science to Data Science

via the fine folks at SIOS.

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SIOS SIOS Technology Corp. makes software products that provide the insights and guidance IT managers need to manage and protect business critical applications in large, complex data centers. SIOS iQ is a machine learning analytics software that helps IT managers optimize performance, efficiency, reliability, and capacity utilization in virtualized environments. SIOS SAN and SANLess software is an essential part of any cluster solution that provides the flexibility to build Clusters Your Way™ to protect your choice of Windows or Linux environment in any configuration (or combination) of physical, virtual and cloud (public, private, and hybrid) without sacrificing performance or availability. Founded in 1999, SIOS Technology Corp. (http://us.sios.com) is headquartered in San Mateo, California, and has offices throughout the United States, United Kingdom and Japan.

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