How the Government Can Leverage Artificial Intelligence and Machine Learning on Azure
What is the difference between AI and ML?
Artificial Intelligence and Machine Learning are two of the most transformative technologies in the computing space that are changing the world in which we live. However, there is often confusion in in what constitutes Artificial Intelligence, and what constitutes Machine Learning.
In simplified terms, Artificial Intelligence is used to simulate the human though process, meanwhile Machine Learning is computers analyzing historical data, then making decisions based on that data without being explicitly told which decision to make. Machine Learning is considered a subset of Artificial Intelligence.
What has allowed AI and ML to grow in popularity over the decades?
The continuation of Moore’s Law (the roughly doubling of compute performance every 18 months due to improvements in CPU architecture and manufacturing processes) has allowed for more efficient, powerful compute devices. These efficiencies have empowered engineers and data scientists to write more complex algorithms that can solve larger problems. Additionally, the growth of the internet has created large quantities of data which would be impractical if not impossible for a human to interpret manually. These workloads naturally lend themselves to AI.
Why cloud computing is a game changer for AI/ML
The biggest driver of the growth of AI and ML technologies in recent years has been the cloud. Previously the compute power needed to develop and test algorithms required large capital expenditures on compute, storage, and networking hardware, limiting AI/ML technologies to the largest institutions. Due to the invention and growth of cloud computing, the barrier to entry for leveraging AI has dropped significantly.
The accessibility of the cloud has been a game changer for AI/ML. Services such as Azure Machine Learning allows data scientists to focus on their models/algorithms while no longer being bottlenecked by access to the infrastructure to run those models.
How can the Public Sector leverage AI/ML services on Azure?
The Government will need to make the most out of AI and ML technologies if America is to remain ahead of the growing capabilities of adversarial nations, with the DOD leading the way.
The National Security on Artificial Intelligence (NSCAI) reported last year that the DOD will need to invest at least 3.4% of their annual budget into R&D for AI if the United States is to remain competitive in this space. These investments represent significant increases in current spending and will be necessary going forward.
Current Initiatives that seek to leverage AI/ML in the DoD include but are not limited to:
- Machine‐Assisted Analytic Rapid‐Repository System (MARS)
- JADC2 Initiative
- JEDI contract
- JWCC contract
- COVID research
- Satellite image tracking
These investments and their outcomes can provide a blueprint for other agencies to follow in their adoption of AI/ML.
Overview of Azure’s AI and ML offerings
Microsoft Azure is at the forefront of cloud‐based AI/ML offerings, empowering Data Scientists to test and improve their models.
Azure Machine Learning
Empower data scientists and developers to build, deploy, and manage high‐quality models faster and with confidence. Accelerate time to value with industry leading MLOps (machine learning operations), open‐source interoperability, and integrated tools. Innovate on a secure, trusted platform designed for responsible machine learning (ML).
Speech Services
Build voice‐enabled apps confidently and quickly with the Speech SDK. Transcribe speech to text with high accuracy, produce natural‐sounding text‐to‐speech voices, translate spoken audio, and use speaker recognition during conversations. Explore with a no‐code experience and create custom models tailored to your app with Speech studio.
Language Understanding Intelligent Service (LUIS)
Build applications with conversational language understanding, a Cognitive Service for Language feature that understands natural language to interpret user goals and extracts key information from conversational phrases. Create multilingual, customizable intent classification and entity extraction models for your domain‐specific keywords or phrases. Train in one natural language and use them in multiple languages without retraining.
Cognitive Services (Computer Vision)
Boost content discoverability, automate text extraction, analyze video in real time, and create products that more people can use by embedding cloud vision capabilities in your apps with Computer Vision, part of Azure Cognitive Services. Use visual data processing to label content with objects and concepts, extract text, generate image descriptions, moderate content, and understand people's movement in physical spaces.
Bot Framework
Build and connect intelligent bots that interact with your users using text/SMS, Skype, Teams, Slack, Microsoft 365 mail, Twitter, and other popular services.
We are barely scratching the surface of what AI/ML are capable of. As time progresses, governments, businesses, and institutions will leverage AI to solve existing challenges and uncover new ones. DLT can be right there with you every step of the way helping you navigate the evolving AI/ML landscape.
To learn more about how DLT can help you leverage AI/ML on Azure, download the flyer and contact your dedicated government account representative at azure@dlt.com.
Related Blog Posts
Big Data & Analytics, Market Intelligence, State & Local Government
Since 2023, we have seen an explosion in the number of state data privacy laws, demonstrating a clear focus amongst state governments in data privacy. In fact, according to the National Conference of State Legislatures, “at least 40 states and Puerto Rico introduced or considered at least 350 consumer privacy bills in 2023.” These data privacy laws create protections for a range of several types of data, from general consumer data protections to specific protections for health data and minor data.
Gabriel Zighelboim
Cloud Computing, Cybersecurity, Market Intelligence
Originally passed in 2014, the Federal Information Technology Acquisition Reform Act (FITARA) was designed to improve the management of all-things-IT across federal agencies. It essentially realigned how the government purchases and updates its technology, with an aim at grading agencies based on their ability to adhere to and improve on the following categories:
Susanna Patten
Big Data & Analytics, Market Intelligence, State & Local Government
The year 2024 is just around the corner, and with a new year typically comes new priorities. However, some things, like digital government, are here to stay. Improving the Citizen Experience will continue to be a top priority both now and, in the future, as the modern world emphasizes the importance of personalized services that provide agility, accountability, transparency, equity, efficiency, adaptability.
Prioritizing Citizen Experience
Yvonne Maffia
Cloud Computing, Cybersecurity, Education, Market Intelligence, State & Local Government, Technology
The annual EDUCAUSE conference highlighted higher education technology trends, goals, challenges, and how to identify a way ahead for higher education institutions to be successful in today’s modern world.
Yvonne Maffia
Cloud Computing, Cybersecurity, Market Intelligence
The Air Force hosts an annual summit known as Department of the Air Force Information Technology and Cyberpower (DAFITC) in Montgomery, Alabama, right next to Maxwell Air Force Base. It’s an opportunity for Guardians, Airmen, academics, and IT industry to come together to discuss pain point remedies and high-level plans and strategies. It is also an opportunity for branch heads to strike deals that lead to the adoption of modern and effective systems, meant to enable air superiority. Ms.
Kevin Shaker
Big Data & Analytics, Market Intelligence, State & Local Government
Data analytics played a pivotal role in state, local, and education (SLED) governments’ response to the COVID-19 pandemic, and the emphasis on the importance of data has only continued to magnify over the last couple of years. Data analytics and related technology tools provide a host of benefits ranging from real-time data analysis, increased transparency and accountability, streamlined citizen facing services, better decision making and savings in both costs and time.
Yvonne Maffia
Big Data & Analytics, Data and Analytics, Federal Government, Geospatial, Market Intelligence
As the demand for trustworthy visual data collection and advanced technologies to support strategic decision-making continues to rise, geospatial intelligence plays a vital role in delivering essential military and environmental insights to the intelligence community. Recently at the GEOINT Conference in St. Louis, leaders from several intelligence agencies shed light on the future of geospatial intelligence (GEOINT) and its relationship with emerging technologies.
Toan Le
Cloud Computing, Cybersecurity, Education, Federal Government, IT Infrastructure, State & Local Government, Technology
The Cybersecurity and Infrastructure Security Agency (CISA) has seen increased malicious activity with ransomware attacks against K 12 educational institutions. Malicious cyber actors target school computer systems, slowing access, and rendering the systems inaccessible to essential functions, including remote learning. In some instances, ransomware actors stole and threatened to leak confidential student data unless institutions paid a ransom.
Ransomware attacks on US government organizations cost $18.9bn in 2020.
Asad Zaman
Cloud Computing, Cybersecurity, Federal Government, State & Local Government, Technology, Tips and How-Tos
TD Synnex Public Sector’s Chief Cybersecurity Technologist, Don Maclean sat down with Mark Guntrip, Senior Director of Security Strategy at Menlo Security, to discuss one of the latest emergent security threats.
James Hofsiss
Cloud Computing, Cybersecurity, Technology, Tips and How-Tos
Every year, there are more and more security breaches, and it gets harder and harder to spot them. According to a leading cybersecurity vendor1, it takes almost seven months for organizations to find breaches, which gives malicious attackers plenty of time to get what they want.
Most often, system misconfigurations like default settings or credentials leave the door wide open for exploitation, resulting in these breaches. As organizations grow, this problem only gets worse because quick changes frequently result in skipped steps.
Heather Sweet
Cloud Computing, Cybersecurity, Technology, Tips and How-Tos, Training
Security is paramount in the digital age, especially when it comes to keeping networks secure. Having network security monitoring services stand between your organization and malicious attackers is crucial. Still, the volume of alerts and issues that come with them can easily overwhelm your team.
The volume of these alerts is rising every year too. According to a report by TrendMicro, 54% of teams surveyed felt like they were drowning in alerts, and 27% said they spent most of their time dealing with false positives.
Heather Sweet
Cloud Computing, Cybersecurity, Technology, Tips and How-Tos
The digital landscape evolves fast, and attackers are even faster. New ways to attack systems and organizations appear every day, and traditional methods are starting to fall behind the times.
Highly Evasive Adaptive Threats (HEAT) are the newest step in the digital world for malicious attackers. These attacks are unlike anything security experts have seen before and lead to some of the most devastating breaches ever seen.
In this article, we’ll explain how HEAT attacks impact companies worldwide and how Menlo Security’s Isolation Core can help protect your organization.
Heather Sweet
Big Data & Analytics, Cybersecurity, Market Intelligence
In a recent webinar produced by Federal News Network, the Director of the Environmental Protection Agency (EPA)’s Office of Information Security and Privacy, Tonya Manning, detailed the state of the agency’s zero trust and data handling postures, as well as its latest priorities. We’ll spotlight several takeaways and look at what’s to likely come down the pike for the EPA in the coming months and years.
Zero Trust Architecture
Susanna Patten
Cloud Computing, Cybersecurity, Technology, Tips and How-Tos
The term "Integrated Management Workplace System" (IWMS) was first used by Gartner in 2004 to refer to a program that could manage and integrate all business and workplace requirements into a single, centralized solution. Since then, a number of solutions have emerged with the aim of bringing together various operational and organizational areas that had previously tended to operate in isolation from one another.
Heather Sweet
Cloud Computing, Cybersecurity, Technology
The development world has changed, and organizations are still adapting to developing in the cloud. Cloud native technology and containers are now at the forefront of software development, meaning that software no longer exists and operates locally. However, despite these quick advancements, cloud native application security still lags behind.
This article will cover how you should approach cloud native application security and why Snyk is the best solution for your needs.
Adam Fyffe
Cloud Computing, IT Infrastructure, Market Intelligence, State & Local Government
The 2022 fiscal year-end is drawing near for 46 states, which means the time to leverage last-minute opportunities is coming to an end as state, local and education (SLED) organizations set their sights on next year’s budget and priorities. With FY23 just around the corner, SLED organizations will start executing on budget plans and drafting request for proposals (RFPs).
Yvonne Maffia
Application Lifecycle, Cloud Computing, DevSecOps
In this post we will look at how to accelerate the development of cloud native applications, give you a snapshot of the USAF deployment of D2iQ, and provide a link to the DLT Cloud Security Assessment to see where you currently stand.
Jeff Schad
Cloud Computing, Cybersecurity, Federal Government, IT Perspective
Over the last few years, the federal government has begun to embrace a zero trust approach as the new cybersecurity standard for agencies. Utilizing the latest solutions and best practices, the hope is to bolster federal cybersecurity and create a robust and resilient IT infrastructure that can protect and secure networks from attacks and breaches.
Kevin Tierney
Cloud Computing, Cybersecurity, IT Perspective, Technology
Last January, the Office of Management and Budget (OMB) released M-22-09, a memorandum that set forth the federal government strategy on zero trust adoption, in an effort to reinforce the security and protection of government agencies’ critical systems, networks, and IT infrastructures.
David Presgraves
Application Lifecycle, Cloud Computing, Cybersecurity, DevSecOps, Market Intelligence
"We are making progress. This really is not just about technology. This is about changing our processes changing our approach to delivering and operating technology to IT systems and our cyber mechanical warfare systems as we move forward," said Robert Vietmeyer, DoD Director for Cloud and Software Modernization.
Toan Le
Big Data & Analytics, Federal Government, State & Local Government
In this Q&A discussion, the former Chief of People and Culture shares her insights into employee and customer experience in government, along with tips to improve both areas.
Mary Kearl
Application Lifecycle, Big Data & Analytics, Cloud Computing, Cybersecurity, DevSecOps, IT Infrastructure
For the second year in a row, Gartner named IBM a Leader in Gartner Magic Quadrant for 2021 Cloud Database Management Systems based on its Ability to Execute and Completeness of Vision. With emergence of a single cloud DBMS market, We believe our portfolio of feature-rich, enterprise-tested offerings, bold acquisitions, and partnerships enable our clients to address the unique needs of their business, respond to the growing volume, velocity and variety of today’s data and drive more accurate data driven decisions.
Holly Vatter
Application Lifecycle, Big Data & Analytics, Cloud Computing, Cybersecurity, DevSecOps, IT Infrastructure
For the second year in a row, Gartner named IBM a Leader in Gartner Magic Quadrant for 2021 Cloud Database Management Systems based on its Ability to Execute and Completeness of Vision. With emergence of a single cloud DBMS market, We believe our portfolio of feature-rich, enterprise-tested offerings, bold acquisitions, and partnerships enable our clients to address the unique needs of their business, respond to the growing volume, velocity and variety of today’s data and drive more accurate data driven decisions.
Holly Vatter
Application Lifecycle, Big Data & Analytics, Cloud Computing, Cybersecurity, DevSecOps, IT Infrastructure
This week's roundup of the latest news and insights gathered from IBM's Government Research Institute thought leaders:
Michael J. Keegan
Application Lifecycle, Big Data & Analytics, Cloud Computing, Cybersecurity, DevSecOps, IT Infrastructure
This week's roundup of the latest news and insights gathered from IBM's Government Research Institute thought leaders:
Michael J. Keegan
Cloud, Cloud Computing, Cybersecurity, Federal Government, Technology
As organizations adapt to hybrid work and more and more cloud services are deployed, new service entities that collaborate and exchange data without human interaction, such as virtual machines and containers, are proliferating. The growth of these service accounts and identities and their increasing volumes of permissions, privileges, and entitlements expose organizations to new attack vectors.
Kevin Tierney
Cloud Computing, Federal Government, IT Infrastructure, Technology
You’ve gathered requirements, evaluated technologies, gotten all the right people to sign off on acquiring new technology, and now comes the hard part — procurement. IDIQs, BPAs, GWACs...the contracting officer is throwing out a bunch of complex terms, options, and estimates of how long it will take to get through negotiations. NetDocuments believes our public sector customers should have contracting options that are a lot like our solutions — easy to use.
NetDocuments
Cloud Computing, IT Perspective, Tips and How-Tos
What’s next for cloud in 2022 (and how can you prep for it?)
There were so many noteworthy AWS re:Invent 2021 announcements out of this year’s big Amazon Web Services (AWS) conference. But what will that news mean for the year in cloud ahead? And how can learners and businesses prepare for the opportunities these will create?
Pluralsight
Cloud Computing, Cybersecurity, Federal Government
The Department of Defense (DoD) is taking major steps to boost cloud performance, with the promise of a tangible, positive impact on military missions throughout the world. Specifically, the Joint Warfighter Cloud Capability (JWCC) contract is replacing the Joint Enterprise Defense Infrastructure (JEDI) initiative, which was intended to establish enterprise-class cloud capabilities for the military community.
Carolyn Ford
Business Applications, Cloud Computing, Market Intelligence
At this year’s Department of the Navy (DON) IT Conference, the U.S. Marine Corps discussed its enterprise cloud delivery strategy and how it is derived from its mission to evolve antiquated networks. Before, a Marine working out of headquarters or a U.S. base would use enterprise systems, applications, and infrastructure, but when a Marine goes out in the field, a new email and identity are assigned to operate from different servers and shared drives. For the Marine Corps, that approach is going by the wayside.
Lloyd McCoy
Cloud Computing, Cybersecurity, DevSecOps, Market Intelligence
"Zero Trust is a cybersecurity strategy and framework that embeds IT security mechanisms throughout an architecture that generate metadata used to secure, manage, and monitor every device user, application, and network transaction at the perimeter and within every network enclave."
From the Department of Defense (DoD) Zero Trust Reference Architecture v1.0
Toan Le
Cloud Computing, Cybersecurity, Federal Government
There has been an increased focus among U.S. government agencies on adapting to modern IT environments and enhancing cybersecurity solutions. This increased focus on security government networks, data, and critical infrastructure is a result of ongoing digital transformation initiatives that are resulting in more mission-critical connected systems and more data for agencies to secure. It’s also a result of the increased number of cyberattacks and more sophisticated cyber-criminals that are targeting our nation’s networks.
Kevin Tierney
Cloud Computing, Cybersecurity, Market Intelligence, State & Local Government
If you have been looking for the right time to sell your technology product or service to the state, local and education (SLED) market, now is the time to act. With thirty-six states beginning their fiscal year on July 1st, now is the time to position yourself to take advantage of a confluence of once-in-a-lifetime conditions that have left the SLED market booming with opportunity. Here are some of the factors driving that opportunity:
New Leadership
Yvonne Maffia
Analytics & Data Science, Big Data & Analytics, Cloud Computing, Cybersecurity, Market Intelligence
The COVID-19 pandemic has spurned greater demand for health information technology (IT) by demonstrating the importance of having robust medical research, health surveillance and healthcare systems capable of rapidly responding to new and developing situations, something which requires strong IT investment in big data, cybersecurity and cloud. In addition, both the pandemic and emerging technologies have led to numerous changes within the healthcare industry, such as telehealth expansion and increased use of wearables, which necessitate robust health IT solutions.
Gabriel Zighelboim
Analytics & Data Science, Big Data & Analytics, Cloud Computing, Cybersecurity, Market Intelligence
The COVID-19 pandemic has spurned greater demand for health information technology (IT) by demonstrating the importance of having robust medical research, health surveillance and healthcare systems capable of rapidly responding to new and developing situations, something which requires strong IT investment in big data, cybersecurity and cloud. In addition, both the pandemic and emerging technologies have led to numerous changes within the healthcare industry, such as telehealth expansion and increased use of wearables, which necessitate robust health IT solutions.
Gabriel Zighelboim
Cloud Computing, Cybersecurity, Market Intelligence, State & Local Government
On December 8, 2021, the National Association of State Chief Information Officers (NASCIO) released its 2022 annual top 10 priorities list identifying the most pressing technology and policy issues that state CIOs are prioritizing for the upcoming year.
Yvonne Maffia
Business Applications, Cloud Computing, Cybersecurity, Market Intelligence
Recent signals by the U.S. federal government suggest that customer experience (CX), primarily citizen-facing services will receive attention and investment from funding sources like the Technology Modernization Fund (TMF). The initial $311 million awarded by the TMF primarily went to projects focused on cybersecurity in keeping with stated priorities and the prevalence of cybersecurity threats. From the beginning, however, TMF has emphasized CX projects that focus on how taxpayers engage with government services in secure digital environments.
Dawit Blackwell
Cloud Computing, Market Intelligence
The concept of cloud computing has been around for many years now. Anyone positioned in the information technology (IT) world knows the language: SaaS, PaaS, IaaS, multi-cloud, hybrid, on-prem, and the list goes on. How has the concept of cloud morphed? More importantly, what are the cloud buzzwords and concepts that you should be aware of to get in front of end-users? Edge computing, data-centric architecture and sky computing are emerging, and here to stay. Let’s break down what each is and its current or future role in the U.S. federal market.
Susanna Patten
Big Data & Analytics, Cybersecurity, Market Intelligence
President Joe Biden signed the National Defense Authorization Act (NDAA) for fiscal year 2022 (FY22) into law on December 27, 2021. It authorizes $770 billion in defense spending which is a 5% increase over last year. This marks 61 consecutive years that a bill received bipartisan support from congress (a display of agreement that has become increasingly rare for DC politics).
Toan Le
Big Data & Analytics
Customer experience is now an executive order in the United States! With this monumental news, Lee Becker dives deeper into what this means for federal employees and their customers.
This was a momentous and inspiring week for all U.S. citizens and residents, as President Joe Biden signed an executive order on December 13, 2021, that mandates a focus on customer experience.
Lee Becker
Big Data & Analytics, Cloud Computing, Cybersecurity
With another busy year behind us, it’s time to look ahead to fiscal year (FY) 2022. The official information technology (IT) budget request is $97B, a 4% increase over FY21, which would be a new record. Of course, those numbers undercount all the IT spending that goes unreported. Furthermore, remaining provisions in the American Rescue Plan, the Technology Modernization Fund and IT provisions in the Infrastructure Bill will represent additional pockets of opportunity worth billions for channel partners and technology vendors.
Lloyd McCoy
Big Data & Analytics, Cloud Computing, Cybersecurity
With another busy year behind us, it’s time to look ahead to fiscal year (FY) 2022. The official information technology (IT) budget request is $97B, a 4% increase over FY21, which would be a new record. Of course, those numbers undercount all the IT spending that goes unreported. Furthermore, remaining provisions in the American Rescue Plan, the Technology Modernization Fund and IT provisions in the Infrastructure Bill will represent additional pockets of opportunity worth billions for channel partners and technology vendors.
Lloyd McCoy
Business Applications, Cloud Computing
Assuring the best digital employee experience is now a business imperative.
DLT Solutions
Cloud Computing, Market Intelligence
The numbers don't lie. The U.S. public sector is rapidly adopting cloud technologies across the spectrum. According to the NASCIO 2020 State CIO Survey, only 14% of state chief information officer (CIO) organizations do not have a cloud migration strategy, whereas 41% of respondents indicated that they had implemented a cloud first strategy for all new applications.
David Blankenhorn
Big Data & Analytics
DLT’s Chief Data Scientist, Sherry Bennett, recently sat down recently with Lora L. Allen, Medallia’s Public Sector Principal CX Advisor and discussed her service in the public sector, Lora’s role at Medallia helping educate and advise government agencies that are tackling CX challenges, and more.
Q: Prior to joining Medallia, you spent your entire career in public service, can you kindly tell me how your service has shaped and informed your current focus on customer experience?
DLT Solutions
Big Data & Analytics
State governments want their software to be secure, compliant and designed for the 21st century. As such, many state governments are evaluating their current ERP platforms to determine how to modernize financials, procurement, human capital management, and payroll applications.
While some have pursued modernization by embarking on multi-tenant cloud journeys, most organizations are still in the planning phase.
DLT Solutions
Big Data & Analytics
In today’s volatile and disruptive economic environment, CFOs and Finance organizations must lead organizational decision-making processes with insight, speed and confidence. Yet many Finance organizations are still bogged down by inefficiencies in routine processes within the period-end financial close and reporting cycle. And that makes it difficult to shift time to value-added analysis and decision support.
DLT Solutions
Big Data & Analytics
The notion of Data Analytics has been in existence for a very long time. Everyone understood data and analytics as essential to “someone” within the organization, but somehow at a distance. In the best case, the technology team would provide a user with the requested data as a means of assessing success and forecasting the future needs of the organization.
DLT Solutions
Big Data & Analytics, Channel Partners, Digital Design
Does your business have a single source of truth when it comes to data sharing across facilities? Ensuring data is accurate, relevant, and structured is something any business can recognize as important, yet it is more difficult to achieve than most realize. Just because you are use an integrated workplace management system (IWMS) or have relevant GIS data doesn’t mean it provides a single source of truth.
Michael Willette
Cloud, Cloud Computing
As I.T. professionals, security needs to be at the forefront of everything that we do. Even in mature organizations with robust cloud deployments we must always believe there is room for improvement. Here are four considerations to make when evaluating the security of your AWS workloads.
How will you utilize your logging data?
Ricardo Dutton