Best Practices in Machine Learning Infrastructure

| July 5, 2019

article image
Developing processes for integrating machine learning within an organization’s existing computational infrastructure remains a challenge for which robust industry standards do not yet exist. But companies are increasingly realizing that the development of an infrastructure that supports the seamless training, testing, and deployment of models at enterprise scale is as important to long-term viability as the models themselves. Small companies, however, struggle to compete against large organizations that have the resources to pour into the large, modular teams and processes of internal tool development that are often necessary to produce robust machine learning pipelines. Luckily, there are some universal best practices for achieving successful machine learning model rollout for a company of any size and means.

Spotlight

Bulwark Technologies LLC

Bulwark Technologies is one of the leading value-added distributors of IT Security in the Middle East. Home to more than twenty brands, Bulwark has established an excellent track record in delivering world-class products with very good customer service.

OTHER ARTICLES

Super Blueprints Integrate the 5G Open Source Stack from Core to Door

Article | June 1, 2021

There is an exciting convergence in the networking industry around open source, and the energy is palpable. At LF Networking, we have a unique perspective as the largest open source initiative in the networking space with the broadest set of projects that make up the diverse and evolving open source networking stack. LF Networking provides platforms and building blocks across the networking industry that enable rapid interoperability, deployment, and adoption and is the nexus for 5G innovation and integration. LF Networking has now tapped confluence on industry efforts to structure a new initiative to develop 5G Super Blueprints for the ecosystem. Major integrations between the building blocks are now underway–between ONAP and ORAN, Akraino and Magma, Anuket and Kubernetes, and more.

Read More

Was Your IT Infrastructure Ready for COVID-19?

Article | April 7, 2020

Lockdowns, quarantines, travel bans, restrictions on social life and more. The world is facing one of its biggest challenges right now, something that was predicted multiple times in the past, but something no one paid much attention to until now. The impact on our future life is still up in the air, but what about IT? I have been asking clients and colleagues “What is the real impact of COVID-19 on your IT infrastructure?” for a couple of weeks now, while also trying to get a grasp on what is really happening to both IT professionals and the IT vendor community. While my focus is on data storage, I’m pretty sure that a similar analysis of other areas of IT will lead to the same conclusions. Here is a very basic example.

Read More

The right IT infrastructure is hybrid

Article | March 4, 2020

From time to time, we invite industry thought leaders to share their opinions and insights on current technology trends on the IBM Systems IT Infrastructure blog. The opinions in these posts are their own, and do not necessarily reflect the views of IBM. Gartner forecasts worldwide public cloud revenue will grow 17 percent in 2020[1]. While it’s clear that cloud is still being rapidly adopted, on premises and private cloud are growing as well. My team and I see this on a daily basis as we visit with enterprise clients. To quantify this information and measure its impact, IBM recently commissioned Forrester Consulting to evaluate how organizations develop and implement their IT infrastructure strategies. Forrester conducted an online survey of 350 global enterprise IT decision makers across industries to explore this topic.

Read More

As Edge Applications Multiply, OpenInfra Community Delivers StarlingX 5.0, Offering Cloud Infrastructure Stack for 5G, IoT

Article | June 2, 2021

StarlingX—the open source edge computing and IoT cloud platform optimized for low-latency and high-performance applications—is available in its 5.0 release today. StarlingX combines Ceph, OpenStack, Kubernetes and more to create a full-featured cloud software stack that provides everything carriers and enterprises need to deploy an edge cloud on a few servers or hundreds of them.

Read More

Spotlight

Bulwark Technologies LLC

Bulwark Technologies is one of the leading value-added distributors of IT Security in the Middle East. Home to more than twenty brands, Bulwark has established an excellent track record in delivering world-class products with very good customer service.

Events