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  • Overview
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  • AI/ML R&D
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The latest AI, ML and data science research

Artificial Intelligence Research & Development (AI R&D) at WWT is an applied research initiative focused on investigating the one- to three-year horizon of the artificial intelligence and machine learning (AI/ML) space.

Our team of data science and analytics experts develop, conduct and report on a wide range of internal projects grounded in our deep understanding of industry use cases.

Learn about our team and explore some of our work below.

Read the reports

The goal of WWT's AI R&D program is to produce reusable platform, workflow and algorithm components that can be leveraged for future AI/ML project work or as demos in our Advanced Technology Center (ATC). Explore our latest findings below.
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AIOps

A Modular Approach to AIOps

Artificial Intelligence for IT Operations (AIOps) continues to become more mainstream. Learn how a modular approach to AIOps allows organizations to better leverage data to drive efficiency.
WWT Research
• Nov 15, 2022
Data Analytics & AI

Smart Receiving: A Warehouse Automation Solution

WWT's Data Science team and Supply Chain Process Improvement team worked together on a Smart Receiving solution that leverages computer vision technologies in aiding operators in the material validation process at the receipt.
WWT Research
• Apr 7, 2022
Data Analytics & AI

Mitigating Bias in AI Using Debias-GAN

In this white paper, we propose a general framework, debias-GAN, to address possible bias in AI and Machine Learning (ML) algorithms by explicitly augmenting a training dataset for NLP models with underrepresented instances synthesized by a pretrained sequence generating model.
WWT Research
• Nov 9, 2021
Data Analytics & AI

ATC Connect Recommendation Engine

A hybrid recommendation engine was built for recommending relevant articles to the users of the WWT ATC Connect mobile app.
WWT Research
• Aug 18, 2021

Our people and process

AI R&D is an initiative formed by WWT individuals interested in the future of AI and ML. It functions as a rotational program with an operations team and an R&D working team composed of data scientists, data engineers and application engineers.

Our platform

Our AI R&D platform is a cloud-based containerized environment that gives us the extensibility and elasticity to develop, build and test AI/ML solutions. The platform's flexible architecture optimizes network and storage, while GPU-enabled devices provide the technical capabilities for algorithm training. ML infrastructure tools are deployed on top of the AI R&D platform to streamline workflows and automate the productionalization of projects from dataset to deployment.

Our projects

All AI R&D projects -- which are developed, funded and conducted internally -- are geared toward applied research that unearths scientific discoveries in the AI/ML space that are innovative, solve problems and have potential commercial application. Industry use cases and datasets -- from mining, motorsports, utilities and more -- power our AI R&D work.

Want to learn more?

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Data Analytics & AI

What We're Uncovering in the Real World of AI Research and Development

WWT's Data Analytics and Artificial Intelligence Practice uses research and development projects to become an R&D arm for customers.
Article
• Aug 7, 2018
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Data Analytics & AI

Reinventing AI Research & Development: Part I

Get an inside look at the current state of our Artificial Intelligence R&D program.
Article
• Dec 31, 2019
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Data Analytics & AI

Reinventing AI Research & Development: Part II

This article is the second in a series discussing what the Research & Development team at WWT is uncovering in the fields of artificial intelligence and machine learning.
Article
• Jan 6, 2020
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Data Analytics & AI

Reinventing AI Research & Development: Part III

The third article in a series discussing what the WWT R&D team is uncovering in the fields of artificial intelligence and machine learning.
Article
• Mar 17, 2020
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Data Analytics & AI

Reinventing AI Research & Development: Part IV

In this fourth article of the series, we'll continue discussing what the WWT R&D team is uncovering in the fields of artificial intelligence and machine learning.
Article
• Jun 26, 2020
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Data Analytics & AI

Reinventing AI Research & Development: Part V

In the fifth article of the series, we continue to provide an inside look at what the WWT R&D team is uncovering in the fields of artificial intelligence and machine learning.
Article
• Sep 9, 2020
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Data Analytics & AI

Reinventing AI Research & Development: Part VI

In the sixth article of the series, we continue to provide an inside look at what the WWT AI R&D team is uncovering in the fields of artificial intelligence and machine learning, and discuss the variety of innovative initiatives the team is leading.
Article
• Jan 19, 2021

Our experts

Kevin Carlino

Consulting Engagement Manager

Amulya Shanker

Senior Consultant, Business and Analytics Advisors

Yoni Malchi

Managing Director

Ankur Gupta

Data Science Director

Jason Lu

Chief Scientist

Matthew DuBell

Systems Engineer

Select an Option

What's popular

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Cloud

Investing in Edge Computing to Squeeze Even More Value Out of the Cloud | Research

Cloud has been at the forefront of enterprise digital transformation over the last several years, but the massive amounts of data coming in and out of the cloud — combined with the growing number of connected devices needed to do business — is starting to lead to slowness and timeout of applications. What can we do to fix this? This is where cloud edge hybrid solutions come in. Join WWT Senior Solutions Consultant Jennifer Adefala and Distinguished Solutions Architect Curt Stalhood as they discuss edge computing's role in unlocking even more value out of the cloud. Jennifer and Curt also talk about the complexities involved with optimizing the cloud to take immediate advantage of solutions like edge and practical steps organizations can take to put cloud edge into action.
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• Feb 9, 2023 • 9am
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Security Transformation

Security Priorities for 2023

A roadmap for securing the business and powering performance.
WWT Research
• Feb 7, 2023
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Cloud

How Cloud Optimization Saves Money and Positions You for Long-Term Success | Research

Cloud adoption has accelerated in recent years. Whether spurred by the pandemic, the need to enable hybrid work, or the desire to meet heightened consumer expectations for digital experiences, most organizations have a cloud footprint today. Yet in their rush to migrate, many organizations took shortcuts — the consequences of which will make it harder to scale their footprint and realize the full benefits of their investment. That's where cloud optimization comes in. Join WWT Director of Cloud Platform Jack French and WWT Cloud Marketplace Specialist Josh Bushman as they discuss cloud optimization's critical role in achieving long-term cloud success. Given cloud's reach across technology stacks, their discussion focuses on some top ways organizations can put optimization into action, including tips for implementing best practices around cloud governance, cloud cost management, cloud security and cloud marketplaces.
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Feb 16, 2023 • 9am
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Network Security

Securing and Scaling a Workforce On-the-Go with SASE | Research

The proverbial four walls of the office have dissolved as today's hybrid workforce is finding new ways and places to plug in and work. As such, the secure access service edge (SASE) has emerged as a unified way to connect users, devices, applications, services and platforms from anywhere at any time. But SASE is a significant architectural shift. And the market is complex and dynamic, leaving leaders lost for how to get started. Join WWT Technical Solutions Architect Brianna Sideris as she talks about how the network and security worlds are colliding to deliver Secure Access Service Edge (SASE) and how your org can prepare to take advantage of the Secure Business outcome that SASE provides. Brianna also identifies common use cases pushing SASE and SSE architectures front and center, the implications those strategies have on enterprise infrastructure and practical steps you can take to make it all work.
Webinar
Feb 23, 2023 • 9am
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Cloud Strategy

Cloud Maturity Model

A guide for systematically assessing and maturing cloud capabilities across an organization's people, processes and technology.
WWT Research
• Apr 12, 2022

What's new

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Data Analytics & AI

Sound Data Strategy Paramount to Generative AI

Data management is an organizational effort that leads to direct and tangible business benefit and creating efficiencies for IT.
WWT Research
• May 25, 2023
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Data Analytics & AI

Generative AI: Risks, Rewards and a Framework for Utilization

Identifying existing and potential use cases will enable faster return on investment with generative AI and help determine your ownership model moving forward.
WWT Research
• May 25, 2023
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Data Analytics & AI

Manage Generative AI Before It Manages You

When it comes to AI, governance and risk management should remain top priorities as IT leaders are being inundated with requests for how best to implement the technology.
WWT Research
• May 25, 2023
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Automation & Orchestration

Develop an Automation Strategy With Staying Power | Research

As automation continues to receive more industry buzz, C-suite and board-level executives are keen to automate their businesses. Yet, most organizations struggle with developing an organization-wide automation strategy. What should we automate first? Who should lead efforts? How do we know if automation is working? Everyday, we see clients trying to answer these questions.  Join WWT Principal Automation Architect Nick Thompson as he talks about why a top-down automation strategy that starts with C-level leadership is essential to automation projects working as planned. Nick also talks about the perils of viewing automation as an IT project and how business leaders can get involved early and often. He also details measures of success and practical steps to take now to make automation a game-changer for your organization.  Editor's Note: This recording also features Tanner Bechtel, who no longer works at WWT.
Webinar
Apr 20, 2023 • 9am
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Identity and Access Management

Identity and Access Management (IAM) Maturity Model

A step-by-step guide to building a robust IAM program.
WWT Research
• May 19, 2023
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ESG

Building a Sustainable Technology Framework to Drive ESG Initiatives | Research

Environmental, social and governance (ESG) initiatives are now squarely in the crosshairs of C-suite and boardroom leaders, which is putting a lot of pressure on business and IT leaders to dive full force into an area they may not be super comfortable in. What is the role of IT and the CIO in driving sustainability success? Join WWT's Brendan Walsh and Wes Palmer, who lead our ESG practice, as they dive into the wide array of solutions and services that make it possible for companies to continue relying on data and computing power while also becoming more environmentally sustainable. Brendan and Wes also touch on building efficiencies in the data center, making sense of a crowded marketplace and steps to take to build a sustainable technology framework.
Webinar
Jun 1, 2023 • 9am
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Automation & Orchestration

How to Drive an Automation Strategy from the Bottom Up | Research

Automation has become a business imperative in the era of efficiency. And while sound automation strategy starts at the top, a bottom up, grassroots approach is equally important. It's likely that some form of automation is already underway at your organization. The challenge is: How do you scale automation efforts taking place below the radar?   Join WWT Technical Solutions Architect Dana Callear and Senior Director of IT Leadership Dave O'Toole as they talk about how leaders can sync executive strategy with automations that are already occurring within an organization. Dana and Dave also discuss the importance of identifying pockets of automation that can help drive scale and the role culture plays in making it all happen. 
Webinar
May 18, 2023 • 9am
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Network Security

Securing and Scaling a Workforce On-the-Go with SASE | Research

The proverbial four walls of the office have dissolved as today's hybrid workforce is finding new ways and places to plug in and work. As such, the secure access service edge (SASE) has emerged as a unified way to connect users, devices, applications, services and platforms from anywhere at any time. But SASE is a significant architectural shift. And the market is complex and dynamic, leaving leaders lost for how to get started. Join WWT Technical Solutions Architect Brianna Sideris as she talks about how the network and security worlds are colliding to deliver Secure Access Service Edge (SASE) and how your org can prepare to take advantage of the Secure Business outcome that SASE provides. Brianna also identifies common use cases pushing SASE and SSE architectures front and center, the implications those strategies have on enterprise infrastructure and practical steps you can take to make it all work.
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Feb 23, 2023 • 9am
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Security Transformation

Making Sense of Identity and Access Management | Research

As businesses interact and transact with an ever-growing ecosystem of employees, customers, third-party vendors and supply chains, identity-related risks are rapidly increasing. A foundational identity and access management (IAM) program helps makes sense of the chaos and hardens your organization's overall security posture. It's also a vital prerequisite for taking advantage of the latest security frameworks, including zero trust and SASE/SSE architectures.   Join WWT Senior Practice Manager Jayson Yee as he shares how organizations can start—or mature—their IAM journey. He'll highlight how to evaluate vendors tailored to your organization's unique use cases, the benefits and drivers of a strong IAM program, and areas where your organization may already have identity technology deployed. 
Webinar
Mar 2, 2023 • 9am
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Security Transformation

Let Me Be Clear: How to Gain Clarity and Control to Bolster Your Cyber Defenses  | Research

Enterprise IT is more complex than ever as the era of hybrid work and decentralized applications can quickly lead to unpredictable data flows and surprises around seemingly every corner. Security teams need more control, not less. But how can you implement a holistic approach built around people, process and technology? The answer isn't always clear.  Join WWT security experts Matt Berry and Jill Cochrane, two cybersecurity industry veterans, as they discuss the challenges of observability and visibility — the foundation of any cyber program — from both a technical and business perspective. Matt and Jill offer tips and tricks on how you can gain clarity in what devices and applications are connected to the network, what each application and device is doing, and whether it's doing what it's supposed to be doing.
Webinar
Jun 15, 2023 • 9am
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Security Transformation

TEC37 Security Series E10: Five Essential Steps to Improve Security Maturity

Join host Robb Boyd as he speaks with WWT's Jill Cochrane, Kris Carr, and Geoff Hancock, as they walk through different levels of cybersecurity maturity to give CISOs, CEOs and CIOs the confidence to improve their security postures wisely and maximize resources.
Webinar
Sep 21, 2022 • 3:30pm
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Digital

A Great Employee Experience Hinges on Automation | Research

Automation in the digital workspace boils down to intelligently automating the right processes and eliminating friction so employees and IT are empowered to focus on more meaningful work and resolve issues faster. But to be clear: It's not about automating everything. It's about automating everything right.   Join Ivan Wintersteiger and Mike Cervasio of WWT as they talk about how automation is helping time- and budget-constrained IT departments do more with less. They'll also tackle automation challenges from an employee and IT perspective and provide practical steps you can take now to enable automation while detailing areas you should prioritize.  
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Apr 27, 2023 • 9am
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Cloud

Investing in Edge Computing to Squeeze Even More Value Out of the Cloud | Research

Cloud has been at the forefront of enterprise digital transformation over the last several years, but the massive amounts of data coming in and out of the cloud — combined with the growing number of connected devices needed to do business — is starting to lead to slowness and timeout of applications. What can we do to fix this? This is where cloud edge hybrid solutions come in. Join WWT Senior Solutions Consultant Jennifer Adefala and Distinguished Solutions Architect Curt Stalhood as they discuss edge computing's role in unlocking even more value out of the cloud. Jennifer and Curt also talk about the complexities involved with optimizing the cloud to take immediate advantage of solutions like edge and practical steps organizations can take to put cloud edge into action.
Webinar
Feb 9, 2023 • 9am
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Networking

Thinking Beyond Wi-Fi to Empower a Mobile Workforce | Research

For years, organizations' wireless strategies have been centered around when to upgrade to the latest version of Wi-Fi. But new technologies and use cases are forcing networking directors to think bigger about wireless networking in order to meet the needs of a dynamic and mobile workforce. Join WWT Mobility and IoT Practice Manager Bob Hrbek as he discusses these changes — from the role of private LTE in the enterprise to the wireless network becoming a launchpad for business innovation. Bob also talks about how advances in access points, controllers and more are lowering the barrier of entry to deploy different options for connectivity and why now is the right time to plan for the future.
Webinar
Feb 2, 2023 • 9am
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Cloud Security

Is Your Data Secure in the Cloud? | Research

Now that they're in the cloud, many organizations are asking whether their rush to migrate all workloads and applications was really best for the long-term success of the business. Cloud security plays a big part in that consideration. So, how should organizations think about this balancing act between "embracing everything cloud" vs "protecting their most valuable data"? Has the recent acceleration in cloud adoption changed the traditional function/role of security teams?   Join Clint Huffaker, WWT's Application and API Security Lead, as he shares valuable context related to those questions. He also dives into what an ideal cloud security program looks like, why cloud developers are being asked to "shift left," and what steps leaders can take now to help cloud security enable the business and unlock the full value promised by investment in the cloud. 
Webinar
Mar 16, 2023 • 9am
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ESG

Using Data to Create Smart, Attainable Sustainability Goals | Research

Data collection and management are the most significant pieces of the puzzle for any organization looking to improve sustainability, regardless of industry or geography. But too often, data quality is low, incomplete or inconsistent. Join WWT's ESG Director Varchala Abrol as she discusses key steps organizations can take to adopt a more data-centric mindset that can lead to clear sustainability goals that align stakeholders and drive progress. Varchala also talks about the critical need to maintain board-level buy-in and how ESG leaders can communicate their needs, challenges and successes.
Webinar
Jan 19, 2023 • 2pm
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Digital Workspace

How Do You Balance Employee and Customer Experience? | Research

Employee experience (EX) and customer experience (CX) are intrinsically linked and prioritizing both is imperative for organizations looking to thrive in a permanent hybrid work model. But not every company thinks this way, which will inevitably lead to internal attrition, inefficient onboarding, slower time to market and customer dissatisfaction. Join WWT's Chief Digital Advisor Charlie Lawhorn and David Rosenblatt, a distinguished digital workspace solution architect, as they discuss the criticality of equalizing EX and CX in today's work environment, how organizations can begin to unify the two concepts and examples of companies reaping the rewards of getting it right.
Webinar
Jan 26, 2023 • 9am
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Cloud

How Cloud Optimization Saves Money and Positions You for Long-Term Success | Research

Cloud adoption has accelerated in recent years. Whether spurred by the pandemic, the need to enable hybrid work, or the desire to meet heightened consumer expectations for digital experiences, most organizations have a cloud footprint today. Yet in their rush to migrate, many organizations took shortcuts — the consequences of which will make it harder to scale their footprint and realize the full benefits of their investment. That's where cloud optimization comes in. Join WWT Director of Cloud Platform Jack French and WWT Cloud Marketplace Specialist Josh Bushman as they discuss cloud optimization's critical role in achieving long-term cloud success. Given cloud's reach across technology stacks, their discussion focuses on some top ways organizations can put optimization into action, including tips for implementing best practices around cloud governance, cloud cost management, cloud security and cloud marketplaces.
Webinar
Feb 16, 2023 • 9am
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Networking

Go Big or Go Home: How to Pack More Features Into Existing Network Architectures | TEC37

Network traffic is growing more complex each and every day as hybrid and remote work continues to be the norm. That's putting traditional network architectures in a state of major upheaval after decades of relative stagnation. Wi-Fi, secure access service edge (SASE), private wireless — options for connectivity keep growing. This includes transport networks, which are evolving to deliver new services and user experiences. Join WWT technical solution architects Joshua Hogan and Tyler Tappy as they discuss the important details of implementing a converged transport network, which takes the long-reach optical technology typically found in standalone optical networks and consolidates it into a compact, high-performance router. Joshua and Tyler also cover key steps to putting a converged transport network into action.
Webinar
Apr 6, 2023 • 9am
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Automation & Orchestration

Automation Priorities for 2023

A roadmap for delivering enterprise-wide automation at scale.
WWT Research
• Mar 22, 2023

WWT Research

Access WWT Research for in-depth analysis of the latest technology and industry trends, solution comparisons and expert guidance for maturing your organization's capabilities.

What's related

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