The Convergence of HPC and AI: What does it mean for IT Buyers?

The Convergence of HPC and AI: What does it mean for IT Buyers?

The market for converged AI and HPC deployments is rapidly expanding. It makes sense to combine these two using the previously discussed methods to solve more complex problems more quickly and in a cost-efficient manner. Vendors are aware of this opportunity and are working to improve the infrastructure available for combining these two workloads. Although the infrastructure for combining AI and HPC still has ways to go in terms of maturity, IDC believes that in a few years this will become the norm than the exception, especially in enterprises.

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Executive Snapshot
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Situation Overview
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Overview
Taking a deeper looking at AI and HPC convergence
HPC-AI
Faster HPC
In the computational loop
On the computational the loop
Around the loop
AI Training and High-Performance Data Analytics
Challenges and Solutions
Challenge 1
Solution 1
Challenge 2
Solution 2
Challenge 3
Solution 3
Challenge 4
Solution 4
Noteworthy Vendors
Examples of Management Tools Vendors
HPE
Bright Cluster Management (NVIDIA)
Puppet Enterprise (open sources)
Examples of Enabling Technology Vendors
Intel
AMD
IBM
NVIDIA
Examples of HPC Platform, System and Tools Vendors
SambaNova Systems
IBM
HPE
Examples of Storage Vendors
Panasas
HPE
DDN
IBM
Examples of Cloud Service Providers
Google
IBM
Amazon Web Services
Microsoft Azure
Oracle Cloud
Advice for Technology BuyerS
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Advice for Technology SUPPLIERS
Management Tools Vendors
Enabling Technology Vendors
Storage Vendors
Systems and Platforms Vendors
Cloud Service Providers
IDC's Point of View
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Learn More
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References
Related Research
Synopsis

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