Ta kontakt med oss

TEKNOLOGI

How Deep Learning Has Proved to Be Useful for Cyber Security

Publicerad

How Deep Learning Has Proved to Be Useful for Cyber Security

The threat of cyber attacks has recently increased dramatically and traditional measures now appear to be insufficiently competent.

Because of this, deep learning in cyber security is rapidly gaining ground and may hold the key to solving all your cybersecurity issues.

With the advent of technology, there is also an increase in threats to data security and the need to protect an organization’s operations using cybersecurity tools. However, companies are struggling due to most cybersecurity tools being dependent. They rely on signatures or evidence of compromise for the threat detection capabilities of the technologies they use to safeguard their business. Because they are only useful for identifying risks they are already aware of, these technologies are useless against unknown attacks. Here is where deep learning in cyber security can alter the course of events. Deep learning, a branch of machine learning, is excellent at using data analysis to address issues. By subjecting the deep neural network to a vast quantity of data, which no other machine learning in the world can handle, digest, and crunch, we are mimicking the brain and how we operate.

USES_OF_DEEP_LEARNING_IN_CYBER_SECURITY.png

The cyber security industry is facing numerous challenges and deep learning technology might just be its salvation.

Behavior Analysis

An essential deep learning-based security strategy for any firm is tracking and examining user activities and habits. Since it goes beyond security mechanisms and sometimes doesn’t trigger any signals or alerts, it is substantially harder to spot than conventional malevolent behavior against networks. For instance, insider attacks happen when employees utilize their legitimate access for nefarious purposes rather than breaking into the system from the outside, making many cyber protection systems ineffective in the face of such attacks.

 

One effective defense against these attacks is User and Entity Behavior Analytics (UEBA). After a period of adjustment, it can learn the typical patterns of employee behavior and identify suspicious activity that may be an insider attack, such as accessing the system at odd hours, and then raise alarms.

Detection of Intrusion

Intrusion Detection and Prevention Systems (IDS/IPS) are capable of identifying suspicious network activity, blocking hackers from gaining access, and notifying the user about the same. They are generally characterized by well-known signatures and common attack formats. This is helpful in defending against risks like data leaks.
Previously, ML algorithms handled this operation. However, the system generated several false positives as a result of these algorithms, which made the work of security teams laborious and added to their already excessive exhaustion. By more accurately analyzing the traffic, lowering the number of erroneous alerts, and assisting security teams in differentiating between malicious and lawful network activity, deep learning, convolutional neural networks and recurrent neural networks (RNNs) can be used to develop smarter ID/IP systems.

Dealing with Malware

A signature-based detection technique is used by conventional malware solutions like typical firewalls to find malware. The business maintains a database of known risks, which is regularly updated to include brand-new dangers that have recently emerged. Although this method is effective against basic threats, it fails to counter more sophisticated threats. Deep learning algorithms can identify more complicated threats since they are not dependent on the memory of well-known signatures and typical attack techniques. Instead, they become familiar with the system and can see odd behavior that can be a sign of malware or malicious activity.

Email Monitoring

To stop any form of cybercrime, it is essential to monitor the employees’ official email accounts. For instance, phishing attacks are frequently carried out by sending emails to employees and requesting sensitive information from them. Deep learning and cybersecurity software can be used to prevent these kinds of attacks. Using natural language processing, emails may be checked for any questionable activity. Automation is essential for defending against the enormous amount of risks that businesses must deal with, but ordinary machine learning is too constrained and still needs a lot of tweaking and human involvement to produce the desired outcomes. Deep learning in cyber security goes above and beyond to keep improving and learning over time so that it can foresee hazards and stop them before they materialize.


Källlänk

Klicka för att kommentera

Lämna ett svar

Din e-postadress kommer inte publiceras. Obligatoriska fält är märkta *

TEKNOLOGI

Vodafone Ireland turns to Amdocs to drive enhanced customer experience

Publicerad

Cloud Computing News

Duncan is an award-winning editor with more than 20 years experience in journalism. Having launched his tech journalism career as editor of Arabian Computer News in Dubai, he has since edited an array of tech and digital marketing publications, including Computer Business Review, TechWeekEurope, Figaro Digital, Digit and Marketing Gazette.


Vodafone Ireland has chosen Amdocs, a provider of software and services to communications and media companies, to transition its infrastructure and application workloads to the cloud, enabling an enhanced customer experience and rapid adoption of the latest 5G innovations.

Under the agreement, Amdocs Customer Experience Suite (CES) will migrate from Vodafone Ireland on-premise to the cloud, providing the Irish operator with greater flexibility and capacity to support its future growth.  

Mairead Cullen, CIO at Vodafone Ireland, said: “Moving to the cloud is a key part of our strategy as we look to become even more dynamic, agile and responsive to our customers’ needs. We have a long-standing relationship with Amdocs and we’re pleased to be collaborating with them on this important initiative.”

Anthony Goonetilleke, group president of technology and head of strategy at Amdocs, said: “By migrating its IT services infrastructure to the cloud, Vodafone Ireland can ensure it has the foundations in place to achieve growth and further enhance the experience of its customers.

“We are excited to be taking such a central role in the company’s cloud strategy.”

Want to learn more about cybersecurity and the cloud from industry leaders? Check out Cyber Security & Cloud Expo taking place in Amsterdam, California, and London.

Explore other upcoming enterprise technology events and webinars powered by TechForge här.

Tags: , ,

Källlänk

Fortsätt läsa

TEKNOLOGI

How to Align Data and Analytics Governance with Business Outcomes

Publicerad

How to Align Data and Analytics Governance with Business Outcomes

With access to large amounts of data made available to businesses, maintaining and governing the kind of data that is accessible to users have become significantly essential.

Proper data and analytics governance in organizations can help them in achieving on-point data and analytics processes.

The use of data and analytics is increasing across practically all industries. Due to the availability of inexpensive storage alternatives, organizations have access to more data. It’s not surprising that the usage of analytics due to access to extensive data has expanded to every part of the company when you take into account the growing number of user-friendly tools for managing, retrieving, and analyzing data. 

However, a lot of effort goes into managing data and analytics. Thus, organizations must ensure that their efforts are aligned with their business priorities, and the data is accurate in nature and thoroughly secured. Without analytics governance, even if the organization has a good hold on its data governance policies, the advantages of establishing policies and processes to govern the analytics process still stand. As data governance guarantees your business has processes and standards around the use of data, analytics governance provides the same level of oversight to the way analytics initiatives are built and delivered.

Aligning Data and Analytics Governance

Data and analytics governance initiatives must be closely related to organizational strategies. However, businesses frequently base their data and analytics governance processes on data rather than the business. Here are a few points on how businesses can align their data and analytics governance with their business outcomes.

Aligning_Data_and_Analytics_Governance.png

Trusted Governance

Forming business decisions based on the notion that “all data is equal” is no longer a sound strategy because data and analytics capabilities exist across a company and differ in nature. Instead, create a paradigm of trust-based governance that allows for a dispersed data and analytics ecosystem and is able to help business executives make decisions that are more confidently appropriate to the circumstances.

Digitization

With the essence of developing technology, digitization has taken over almost every business to stay relevant in the market. However, for businesses to gain the best outcomes from the digital space, digitization is essential. And for successful digitization, data and analytics governance must function based on factors like digital ethics and transparency. Therefore, ensuring that the values and concepts of digitization are reflected in the data and analytics governance is crucial to significantly align it with business outcomes.

Data Security

Today, organizations are aware of the potential risks associated with their businesses and securing data has become a necessity. This awareness implies that they address both the threats and the possibilities brought about by data and analytics. Organizations frequently manage risk and market potential independently, and they also do not really prioritize information security when assessing business results. Therefore, data and analytics governance authorities should have interdisciplinary teams capable of making decisions that are well-balanced, giving risk, opportunities, and security the appropriate weight while considering the organizations’ future interests in mind.

 

Today, businesses are aware of the fact that without effective data and analytics governance, their initiatives and investments in data and analytics won’t be able to satisfy important organizational goals like increased revenue, cost reduction, and improved customer experiences. Therefore, aligning it with business outcomes is critical for business success.

Källlänk

Fortsätt läsa

TEKNOLOGI

IBM launches new way to partner through IBM Partner Plus

Publicerad

Cloud Computing News

IBM has developed IBM Partner Plus, a new program that reimagines how IBM engages with its business partners through unprecedented access to IBM resources, incentives, and tailored support to deepen their technical expertise and help speed time to market.

The program is designed to fuel growth for new and existing partners, including resellers, hyperscalers, technology providers, independent software vendors and systems integrators, by putting them in control of their earning potential. IBM Partner Plus is central to the company’s Hybrid Cloud and AI strategy and aims to empower partners to help clients automate, secure and modernize their businesses.

IBM Partner Plus offers partners a transparent, simple and modern experience. By growing technical expertise and demonstrating sales success, participants can progress to three tiers – Silver, Gold and Platinum – which unlock specialized financial, go-to-market support and education benefits. In the new program, badging will become the standardized measure of skills and validated solutions will demonstrate expertise. The enhanced IBM Partner Portal consolidates and tracks all expertise, revenue, and deals globally, offering each partner a clear line-of-site into their progression through the program.

“IBM Partner Plus introduces a new way for IBM to deliver value to new and existing partners by helping them gain skills, grow faster and earn more,” said Kate Woolley, GM, IBM Ecosystem. “We’ve heard from partners that they want a simplified experience that helps them win with clients. I’m confident these changes and our continued investment in our ecosystem will make IBM the partner of choice across the industry, and together we can drive growth for partners, clients, and IBM.”

IBM Partner Plus results from the company’s journey to put partners at the centre of IBM’s go-to-market strategy and act as a growth engine to help capture the $1 trillion hybrid cloud and AI market opportunities. IBM has invested in elevating the role of partners and accelerating partner-led sales by enabling the ecosystem to become a preferred route to market, offering clients an optimal mix of technology, services, and consulting expertise. To drive continued growth, IBM will increase its capacity to support partners by doubling the number of partner-facing brand and technical specialists to help them prospect and win additional client business.

“The new IBM Partner Plus program provides an enhanced experience that sets our company up for success by offering employees access to skills and opportunities, so we can help more clients utilise IBM’s technology portfolio to modernise their operations,” said Bo Gebbie, President, Evolving Solutions. “IBM is more serious than ever about putting partners first. They’ve listened to our feedback, and it is reflected in the new partner experience that makes it easy for us to collaborate, rewards our investments and fuel growth.”

IBM Partner Plus brings all partner types and programs together – whether they sell, build on or with, and/or provide services for IBM technology – into one integrated ecosystem. For example, to help broaden the market opportunity and create new revenue streams for its ecosystem, IBM recently enabled partners in North America to resell IBM products through other cloud marketplaces. This allows for independent software vendors to embed IBM Software from partner marketplaces into their own solutions. All partner sales through the marketplace accumulate towards their progression in IBM Partner Plus. 

Competitive incentives

Partners can advance through tiers to unlock benefits and demand generation programs which could offer them up to a threefold increase in total investment from IBM. The IBM Partner Portal gives partners real-time visibility into the incentives they are eligible for, predictability into potential earnings, and includes an automated deal share engine that helps them surface quality leads. This has improved deal registration and introduced partners to more than 7,000 potential deals valued at over half a billion dollars globally.*  IBM investments in co-marketing campaigns and co-sell support with partners can also help bring solutions to market and generate demand.

Insider access

IBM Partner Plus builds on the successful release of its October badging and selling enablement materials to partners, which has driven more than 15,000 partner enrollments in sales and technical badges. Offering partners the training, enablement, and experiential selling resources available to IBMers at no cost can help better equip them to win with clients. Additionally, access to IBM’s seller tools can help them generate competitive and transparent pricing. Partners can also attend IBM’s quarterly Sales Kickoffs together with IBM sellers, and participate in live training sessions and other global technical advocacy events to help upskill, increase eminence, and engage with technical experts. For new partners, IBM is launching the IBM New Partner Accelerator, which provides onboarding, training, and other benefits during their first six months in the program to help accelerate their path to profitability.

Enhanced support and benefits

Partners can grow skills, develop solutions, and build sales expertise with technologies like AI, security, and cloud on an open hybrid cloud platform by leveraging technical experts from IBM. IBM will also assist partners in the development of minimal viable products, proofs of concept, and custom demos to help them win client business and accelerate growth. In addition, as partner businesses grow with IBM, they can unlock additional benefits designed to help them expand capabilities and find new clients.

PartnerWorld will transition to a new IBM Partner Plus experience on January 4, 2023, with the new incentive program taking effect on April 1, 2023. Registered PartnerWorld members will maintain their current tier through July 1, 2023 and can progress to the new tiering system during this time as they meet criteria.

Want to learn more about cybersecurity and the cloud from industry leaders? Check out Cyber Security & Cloud Expo taking place in Amsterdam, California, and London.

Explore other upcoming enterprise technology events and webinars powered by TechForge här.

Tags:

Källlänk

Fortsätt läsa

Trendigt

sv_SESvenska