Artificial Intelligence (AI) at scale raises the bar for storage infrastructure in terms of capacity and performance. It is not uncommon for an AI or machine learning (ML) environment to expect growth to dozens if not hundreds of terabytes of…
Artificial Intelligence (AI) and Machine Learning (ML) workloads are fundamentally different from any other workload. These workloads deal in data sets measured in dozens of petabytes of capacity, and large percentages of it can go from dormant to active at…
In our last blog we covered the challenges that AI at scale creates for storage infrastructures. To support the coming wave of AI applications, storage infrastructures need to deliver a tremendous amount of storage capacity with the ability to retain…
Artificial Intelligence (AI) is in its infancy and the requirements it places on the storage architectures that support these workloads are not widely understood. As a result, an organization starting an AI initiative can initially get away with using an…
Artificial Intelligence (AI) is a broad term that can apply to various computing tasks, including machine learning, deep learning, and big data analytics. Many AI projects are in a proof of concept stage, but CIOs and IT Managers need to…
High-Performance Computing (HPC) is going mainstream. Commercial organizations, with increasing frequency, are creating HPC architectures. These organizations have large amounts of unstructured data that they need rapid sequential access to for analysis. Also, many organizations require “Big Manufacturing” which is…
Businesses of all types are increasingly finding themselves in midst of a high performance computing (HPC) environment. This commercial HPC environment though is different from traditional HPC environments found in academia. The demand for business to manage their own HPC…
Commercial HPC makes products better, makes customers happier and improves organizational processes. The infrastructures that support commercial HPC need to accomplish those objectives transparently. The commercial HPC storage system, being one component of those systems, needs to remove the mundane…
Most storage systems provide several layers of protection. At a minimum, there is protection from media failure, typically delivered by some form of parity based protection scheme. In enterprise systems, it is also common to have built-in redundancy in both…
Scaling is a capability that almost every vendor claims but few execute well. Most vendors claim to provide scalability via a scale-out storage system, but scale-out by itself is not enough to address all the scaling demands of a Commercial…