INDUSTRY INSIGHT
The cybersecurity skills shortage continues to plague organizations across regions, markets and sectors, and the government sector is no exception.According to (ISC)2, there are only enough cybersecurity pros to fill about 60% of the jobs that are currently open -- which means the workforce will need to grow by roughly 145% to just meet the current global demand.
The Government Accountability Office states that the federal government needs a qualified, well-trained cybersecurity workforce to protect vital IT systems, and one senior cybersecurity official at the Department of Homeland Security has described the talent gap as a national security issue. The scarcity of such workers is one reason why securing federal systems is on GAOs High Risk list.Given this situation, chief information security officers who are looking for ways to make their existing resources more effective can make great use of automation and artificial intelligence to supplement and enhance their workforce.
The overall challenge landscape
Results of our survey, Making Tough Choices: How CISOs Manage Escalating Threats and Limited Resources show that CISOs currently devote 36% of their budgets to response and 33% to prevention.However, as security needs change, many CISOs are looking to shift budget away from prevention without reducing its effectiveness. An optimal budget would reduce spend on prevention and increase spending on detection and response to 33% and 40% of the security budget, respectively.This shift would give security teams the speed and flexibility they need to react quickly in the face of a threat from cybercriminals who are outpacing agencies defensive capabilities.When breaches are inevitable, it is important to stop as many as possible at the point of intrusion, but it is even more important to detect and respond to them before they can do serious damage.
One challenge to matching the speed of todays cyberattacks is that CISOs have limited personnel and budget resources. To overcome these obstacles and attain the detection and response speeds necessary for effective cybersecurity, CISOs must take advantage of AI, machine learning and automation.These technologies will help close gaps by correlating threat intelligence and coordinating responses at machine speed. Government agencies will be able to develop a self-defending security system capable of analyzing large volumes of data, detecting threats, reconfiguring devices and responding to threats without human intervention.
The unique challenges
Federal agencies deal with a number of challenges unique to the public sector, including the age and complexity of IT systems as well as the challenges of the government budget cycle.IT teams for government agencies arent just protecting intellectual property or credit card numbers; they are also tasked with protecting citizens sensitive data and national security secrets.
Charged with this duty but constrained by limited resources, IT leaders must weigh the risks of cyber threats against the daily demands of keeping networks up and running. This balancing act becomes more difficult as agencies migrate to the cloud, adopt internet-of-things devices and transition to software-defined networks that have no perimeter. These changes mean government networks are expanding their attack surface with no additional -- or even fewerdefensive resources. Its part of the reason why the Verizon Data Breach Investigations Report found that government agencies were subjected to more security incidents and more breaches than any other sector last year.
To change that dynamic, the typical government set-up of siloed systems must be replaced with a unified platform that can provide wider and more granular network visibility and more rapid and automated response.
How AI and automation can help
The keys to making a unified platform work are AI and automation technologies. Because organizations cannot keep pace with the growing volume of threats by manual detection and response, they need to leverage AI/ML and automation to fill these gaps. AI-driven solutions can learn what normal behavior looks like in order to detect anomalous behavior.For instance, many employees typically access a specific kind of data or only log on at certain times. If an employees account starts to show activity outside of these normal parameters, an AI/ML-based solution can detect these anomalies and can inspect or quarantine the affected device or user account until it is determined to be safe or mitigating action can be taken.
If the device is infected with malware or is otherwise acting maliciously, that AI-based tool can also issue automated responses. Making these tactical tasks the responsibility of AI-driven solutions frees security teams to work on more strategic problems, develop threat intelligence or focus on more difficult tasks such as detecting unknown threats.
IT teams at government agencies that want to implement AI and automation must be sure the solution they choose can scale and operate at machine speeds to keep up with the growing complexity and speed of the threat. In selecting a solution, IT managers must take time to ensure solutions have been developed using AI best practices and training techniques and that they are powered by best-in-class threat intelligence, security research and analytics technology. Data should be collected from a variety of nodes -- both globally and within the local IT environment -- to glean the most accurate and actionable information for supporting a security strategy.
Time is of the essence
Government agencies are experiencing more cyberattacks than ever before, at a time when the nation is facing a 40% cybersecurity skills talent shortage. Time is of the essence in defending a network, but time is what under-resourced and over-tasked government IT teams typically lack. As attacks come more rapidly and adapt to the evolving IT environment and new vulnerabilities, AI/ML and automation are rapidly becoming necessities.Solutions built from the ground up with these technologies will help government CISOs counter and potentially get ahead of todays sophisticated attacks.
About the Author
Jim Richberg is a Fortinet field CISO focused on the U.S. public sector.
More here:
AI, machine learning and automation in cybersecurity: The time is now - GCN.com
- Are We Overly Infatuated With Deep Learning? - Forbes [Last Updated On: August 18th, 2024] [Originally Added On: December 28th, 2019]
- CMSWire's Top 10 AI and Machine Learning Articles of 2019 - CMSWire [Last Updated On: August 18th, 2024] [Originally Added On: December 28th, 2019]
- Can machine learning take over the role of investors? - TechHQ [Last Updated On: August 18th, 2024] [Originally Added On: December 28th, 2019]
- Pear Therapeutics Expands Pipeline with Machine Learning, Digital Therapeutic and Digital Biomarker Technologies - Business Wire [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Dell's Latitude 9510 shakes up corporate laptops with 5G, machine learning, and thin bezels - PCWorld [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Limits of machine learning - Deccan Herald [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Forget Machine Learning, Constraint Solvers are What the Enterprise Needs - - RTInsights [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Tiny Machine Learning On The Attiny85 - Hackaday [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Finally, a good use for AI: Machine-learning tool guesstimates how well your code will run on a CPU core - The Register [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- How Will Your Hotel Property Use Machine Learning in 2020 and Beyond? | - Hotel Technology News [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Technology Trends to Keep an Eye on in 2020 - Built In Chicago [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- AI and machine learning trends to look toward in 2020 - Healthcare IT News [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- The 4 Hottest Trends in Data Science for 2020 - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- The Problem with Hiring Algorithms - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Going Beyond Machine Learning To Machine Reasoning - Forbes [Last Updated On: August 18th, 2024] [Originally Added On: January 11th, 2020]
- Doctor's Hospital focused on incorporation of AI and machine learning - EyeWitness News [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Being human in the age of Artificial Intelligence - Deccan Herald [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Raleys Drive To Be Different Gets an Assist From Machine Learning - Winsight Grocery Business [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Break into the field of AI and Machine Learning with the help of this training - Boing Boing [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- BlackBerry combines AI and machine learning to create connected fleet security solution - Fleet Owner [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- What is the role of machine learning in industry? - Engineer Live [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Seton Hall Announces New Courses in Text Mining and Machine Learning - Seton Hall University News & Events [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Christiana Care offers tips to 'personalize the black box' of machine learning - Healthcare IT News [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Leveraging AI and Machine Learning to Advance Interoperability in Healthcare - - HIT Consultant [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Essential AI & Machine Learning Certification Training Bundle Is Available For A Limited Time 93% Discount Offer Avail Now - Wccftech [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Educate Yourself on Machine Learning at this Las Vegas Event - Small Business Trends [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- 2020: The year of seeing clearly on AI and machine learning - ZDNet [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- How machine learning and automation can modernize the network edge - SiliconANGLE [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Five Reasons to Go to Machine Learning Week 2020 - Machine Learning Times - machine learning & data science news - The Predictive Analytics Times [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Don't want a robot stealing your job? Take a course on AI and machine learning. - Mashable [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Adventures With Artificial Intelligence and Machine Learning - Toolbox [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Optimising Utilisation Forecasting with AI and Machine Learning - Gigabit Magazine - Technology News, Magazine and Website [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Machine Learning: Higher Performance Analytics for Lower ... [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Machine Learning Definition [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Machine Learning Market Size Worth $96.7 Billion by 2025 ... [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Difference between AI, Machine Learning and Deep Learning [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Machine Learning in Human Resources Applications and ... [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Pricing - Machine Learning | Microsoft Azure [Last Updated On: August 18th, 2024] [Originally Added On: January 19th, 2020]
- Looking at the most significant benefits of machine learning for software testing - The Burn-In [Last Updated On: August 18th, 2024] [Originally Added On: January 22nd, 2020]
- New York Institute of Finance and Google Cloud Launch A Machine Learning for Trading Specialization on Coursera - PR Web [Last Updated On: August 18th, 2024] [Originally Added On: January 22nd, 2020]
- Uncover the Possibilities of AI and Machine Learning With This Bundle - Interesting Engineering [Last Updated On: August 18th, 2024] [Originally Added On: January 22nd, 2020]
- Red Hat Survey Shows Hybrid Cloud, AI and Machine Learning are the Focus of Enterprises - Computer Business Review [Last Updated On: August 18th, 2024] [Originally Added On: January 22nd, 2020]
- Machine learning - Wikipedia [Last Updated On: August 18th, 2024] [Originally Added On: January 22nd, 2020]
- Vectorspace AI Datasets are Now Available to Power Machine Learning (ML) and Artificial Intelligence (AI) Systems in Collaboration with Elastic -... [Last Updated On: August 18th, 2024] [Originally Added On: January 22nd, 2020]
- Learning that Targets Millennial and Generation Z - HR Exchange Network [Last Updated On: August 18th, 2024] [Originally Added On: January 23rd, 2020]
- Machine learning and eco-consciousness key business trends in 2020 - Finfeed [Last Updated On: August 18th, 2024] [Originally Added On: January 24th, 2020]
- Jenkins Creator Launches Startup To Speed Software Testing with Machine Learning -- ADTmag - ADT Magazine [Last Updated On: August 18th, 2024] [Originally Added On: January 24th, 2020]
- Research report investigates the Global Machine Learning In Finance Market 2019-2025 - WhaTech Technology and Markets News [Last Updated On: August 18th, 2024] [Originally Added On: January 25th, 2020]
- Expert: Don't overlook security in rush to adopt AI - The Winchester Star [Last Updated On: August 18th, 2024] [Originally Added On: January 25th, 2020]
- Federated machine learning is coming - here's the questions we should be asking - Diginomica [Last Updated On: August 18th, 2024] [Originally Added On: January 25th, 2020]
- I Know Some Algorithms Are Biased--because I Created One - Scientific American [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Iguazio Deployed by Payoneer to Prevent Fraud with Real-time Machine Learning - Business Wire [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Want To Be AI-First? You Need To Be Data-First. - Forbes [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- How Machine Learning Will Lead to Better Maps - Popular Mechanics [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Technologies of the future, but where are AI and ML headed to? - YourStory [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- In Coronavirus Response, AI is Becoming a Useful Tool in a Global Outbreak - Machine Learning Times - machine learning & data science news - The... [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- This tech firm used AI & machine learning to predict Coronavirus outbreak; warned people about danger zones - Economic Times [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- 3 books to get started on data science and machine learning - TechTalks [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- JP Morgan expands dive into machine learning with new London research centre - The TRADE News [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Euro machine learning startup plans NYC rental platform, the punch list goes digital & other proptech news - The Real Deal [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- The ML Times Is Growing A Letter from the New Editor in Chief - Machine Learning Times - machine learning & data science news - The Predictive... [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Top Machine Learning Services in the Cloud - Datamation [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Combating the coronavirus with Twitter, data mining, and machine learning - TechRepublic [Last Updated On: August 18th, 2024] [Originally Added On: February 1st, 2020]
- Itiviti Partners With AI Innovator Imandra to Integrate Machine Learning Into Client Onboarding and Testing Tools - PRNewswire [Last Updated On: August 18th, 2024] [Originally Added On: February 2nd, 2020]
- Iguazio Deployed by Payoneer to Prevent Fraud with Real-time Machine Learning - Yahoo Finance [Last Updated On: August 18th, 2024] [Originally Added On: February 2nd, 2020]
- ScoreSense Leverages Machine Learning to Take Its Customer Experience to the Next Level - Yahoo Finance [Last Updated On: August 18th, 2024] [Originally Added On: February 2nd, 2020]
- How Machine Learning Is Changing The Future Of Fiber Optics - DesignNews [Last Updated On: August 18th, 2024] [Originally Added On: February 2nd, 2020]
- How to handle the unexpected in conversational AI - ITProPortal [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- SwRI, SMU fund SPARKS program to explore collaborative research and apply machine learning to industry problems - TechStartups.com [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- Reinforcement Learning (RL) Market Report & Framework, 2020: An Introduction to the Technology - Yahoo Finance [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- ValleyML Is Launching a Series of 3 Unique AI Expo Events Focused on Hardware, Enterprise and Robotics in Silicon Valley - AiThority [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- REPLY: European Central Bank Explores the Possibilities of Machine Learning With a Coding Marathon Organised by Reply - Business Wire [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- VUniverse Named One of Five Finalists for SXSW Innovation Awards: AI & Machine Learning Category - PRNewswire [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- AI, machine learning, robots, and marketing tech coming to a store near you - TechRepublic [Last Updated On: August 18th, 2024] [Originally Added On: February 5th, 2020]
- Putting the Humanity Back Into Technology: 10 Skills to Future Proof Your Career - HR Technologist [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]
- Twitter says AI tweet recommendations helped it add millions of users - The Verge [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]
- Artnome Wants to Predict the Price of a Masterpiece. The Problem? There's Only One. - Built In [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]
- Machine Learning Patentability in 2019: 5 Cases Analyzed and Lessons Learned Part 1 - Lexology [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]
- The 17 Best AI and Machine Learning TED Talks for Practitioners - Solutions Review [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]
- Overview of causal inference in machine learning - Ericsson [Last Updated On: August 18th, 2024] [Originally Added On: February 6th, 2020]