5G is driving the evolution of AI by enabling more distributed computing environments and the rapid adoption of mobile, edge, and embedded devices. 5G networks have much lower latency and faster speeds than 4G, allowing for massive device integration and ultra-fast, high-volume streaming for AI applications. AI will also benefit 5G networks by ensuring they are optimized through techniques like embedded machine learning models for tasks like traffic routing and performance management. Two-way benefits are seen between 5G and AI as they continue to converge at the network edge.
The future of the 5G edge. 5G is an important part of the evolution of cloud-computing ecosystems towards more distributed environments, even though it is still many years away from widespread expansion. Between now and 2025, the networking industry is investing $ 5 trillion globally in 5G, supporting the rapid adoption of mobile, edge, and embedded devices in every sphere of our lives.
The battle for the spectrum may also extend to the more distant 6G construction. While spectrum sharing really comes to reality from the technical blueprint, the support of the AI industry is indispensable.
5G is finally here. This is the first generation of cellular network technology that was designed with IoT applications in mind and will have a major impact on the medium to long term. But what is the advantage of 5G for anyone planning an IoT project? Is it really a viable option?
This presentation was given at the IP Gala, Cairo on 22 April 2019, an event sponsored by Huawei. It looks at the market context for the implementation of 5G, the kinds of business cases that might support it and strategic network decisions that have to be made.
Enabling a Big Vision for 5G with Small Cells - CyientPercy-Mitchell
5G promises to transform the way we live and work, offering extremely low latency of less than 10 milliseconds coupled with ultra-high-speed broadband networks. And small cells are an indispensable component of next-generation networks
"5G-Advanced Technology Evolution from a Network Perspective" white paper is officially released on Aug 5, 2021.
From the perspective of network, this document clarifies the evolution of 5G-Advanced-Technology in details.
A fresh approach to remote IoT connectivity | by Podsystem Kira Ugai
There are a huge number of IoT devices, often roaming across countries and continents, that are located outside urban areas.
This poses significant challenges to both the design and connectivity of the device, the biggest concern being that there is no room for error, as troubleshooting and maintenance of remote and roaming devices is complicated and costly.
As part of the Internet Of Things North America conference in Chicago Illinois (April 13th – 14th 2016), Podsystem Inc. CEO Sam Colley will be presenting ‘A Fresh Approach to Remote IoT Connectivity’ at 11:30 on April 14th.
Sam will address the challenges faced by remote IoT applications developers and discuss ways of overcoming them.
His presentation is centered around an infographic which outlines the main issues involved in developing remote IoT applications and explains how to make the correct choices in terms of device design, connectivity and future proofing to prolong the lifespan of the application and avoid costly mistakes.
A narrative about how the grid will transform itself starting with the convergence of advanced intelligent machines, broadband communications, edge computing, cloud analytics all connected as a secure distributed network.
The future of the 5G edge. 5G is an important part of the evolution of cloud-computing ecosystems towards more distributed environments, even though it is still many years away from widespread expansion. Between now and 2025, the networking industry is investing $ 5 trillion globally in 5G, supporting the rapid adoption of mobile, edge, and embedded devices in every sphere of our lives.
The battle for the spectrum may also extend to the more distant 6G construction. While spectrum sharing really comes to reality from the technical blueprint, the support of the AI industry is indispensable.
5G is finally here. This is the first generation of cellular network technology that was designed with IoT applications in mind and will have a major impact on the medium to long term. But what is the advantage of 5G for anyone planning an IoT project? Is it really a viable option?
This presentation was given at the IP Gala, Cairo on 22 April 2019, an event sponsored by Huawei. It looks at the market context for the implementation of 5G, the kinds of business cases that might support it and strategic network decisions that have to be made.
Enabling a Big Vision for 5G with Small Cells - CyientPercy-Mitchell
5G promises to transform the way we live and work, offering extremely low latency of less than 10 milliseconds coupled with ultra-high-speed broadband networks. And small cells are an indispensable component of next-generation networks
"5G-Advanced Technology Evolution from a Network Perspective" white paper is officially released on Aug 5, 2021.
From the perspective of network, this document clarifies the evolution of 5G-Advanced-Technology in details.
A fresh approach to remote IoT connectivity | by Podsystem Kira Ugai
There are a huge number of IoT devices, often roaming across countries and continents, that are located outside urban areas.
This poses significant challenges to both the design and connectivity of the device, the biggest concern being that there is no room for error, as troubleshooting and maintenance of remote and roaming devices is complicated and costly.
As part of the Internet Of Things North America conference in Chicago Illinois (April 13th – 14th 2016), Podsystem Inc. CEO Sam Colley will be presenting ‘A Fresh Approach to Remote IoT Connectivity’ at 11:30 on April 14th.
Sam will address the challenges faced by remote IoT applications developers and discuss ways of overcoming them.
His presentation is centered around an infographic which outlines the main issues involved in developing remote IoT applications and explains how to make the correct choices in terms of device design, connectivity and future proofing to prolong the lifespan of the application and avoid costly mistakes.
A narrative about how the grid will transform itself starting with the convergence of advanced intelligent machines, broadband communications, edge computing, cloud analytics all connected as a secure distributed network.
Mobile Network Operators need to continuously expand capacity to meet the rapid growth in mobile data consumption. Crucially, this extra capacity needs to be delivered where demand arises, including deep indoors and in areas that are covered by fewer mobile radio sites. While substantial amounts of mid-bands spectrum and high-band spectrum are becoming available, the gap in the amount between low-band (sub-1 GHz) and mid-bands is increasing.
The satellite sector is undergoing the biggest transformation in its history and at the root of it all is New Space innovation. We’re moving into new orbits, moving towards new, configurable satellite designs and new business models. And as we saw last week during the Satellite Show’s LEO Forum, interest in this new era is surging as operators, launch providers, service providers and equipment manufacturers learn more about what is expected of them and how they will need to collaborate. This move to NGSO (Non-Geostationary Satellite Orbit) is now pushing the entire ecosystem towards new ways of thinking.
Smart Cities, IoT, SDN, 5G Networks, Cloud Computing… Managing Complexity wit...Bristol Is Open
Service & Content Providers’ Perspective of Smart Cities -How to enrich citizen experience using a pervasive urban SDN connectivity environment, Ramon Casellas
The future of IoT technology and the IoT Apps after the existence of the fifth generation of networking (5G-Network).
IoT is a new technology that was born a few years ago that based on the internet network which connects all IoT network terminals together to transfer data over the network between terminals (devices) abd take an action according to these data.
5G is a set of emerging global telecommunications standards, generally using high-frequency spectrum, to offer network connectivity with reduced latency and greater speed and capacity relative to its predecessors, most recently 4G LTE (Long-Term Evolution).
Importantly, 5G describes a collection of standards and technologies used to build tomorrow’s cutting-edge network infrastructure. In fact, many of the standards that will be officially considered 5G are still being decided on by working groups like the 3GPP, a collaborative body made up of various telecommunications associations.
This presentation gives an idea of how IOT is shaping Telco vendors network architecture and business models. The space of IOT and its opportunities and challenges
The ecosystem surrounding the coexistence of NB-IoT and 5G has taken shape and continues to expand. The conditions for the Internet of Everything are beginning to mature. What is the relationship between NB-IoT and 5G?
The relationship between NB-IoT and 5G
6G: Potential Use Cases and Enabling Technologies3G4G
This white paper presents an overview of some of the promising applications and use case envisioned for 6G, with the objective to highlight the potential for new markets and to provide an indication of the expected technical requirements. The white paper then describes some of the enabling technologies for meeting the performance requirements of 6G.
Authors: Ritvik Gupta, Student (A-Levels), Sutton Grammar School, London, United Kingdom under the supervision of Dr Biplab Sidkar, Associate Professor , Dept of Electrical and Computer Engineering, National University of Singapore
Recently Cisco and Ericsson announced a strategic partnership to create the networks of the future. Their partnership will lead to the synergy in developing innovative networks for connecting billions of the internet of things (IoT) devices considering their complementary efforts in the IoT innovation activities. Because patents can provide insights regarding the state of the art and technical details of innovation in a company, one can have insights regarding the future Cisco + Ericsson IoT networks based on each company’s patents for the IoT networks.
The world is changing for DSOs because of a.o. introduction of electric vehicles, growth of decentralized energy generation and changing regulation
As a result there is a growing need for data communication solutions that can meet long-term requirements coming from smart metering, smart grid, in-home automation and energy management
The Dutch DSOs are developing a data communication strategy to face the challenges involved with these developments
scenarios
The availability of a yet unused private radio license gives an unique opportunity to set-up a private radio network and perform a proof of concept
The Proof of Concept is performed by a consortium of DSOs (Alliander and Enexis) and a Telco (KPN, owner of the license) between November 2009 and May 2010
IoT is a new technology that was born a few years ago that based on the internet network which connects all IoT network terminals together to transfer data over the network between terminals (devices) abd take an action according to these data.
5G is a set of emerging global telecommunications standards, generally using high-frequency spectrum, to offer network connectivity with reduced latency and greater speed and capacity relative to its predecessors, most recently 4G LTE (Long-Term Evolution).
Importantly, 5G describes a collection of standards and technologies used to build tomorrow’s cutting-edge network infrastructure. In fact, many of the standards that will be officially considered 5G are still being decided on by working groups like the 3GPP, a collaborative body made up of various telecommunications associations.
5 g driving the evolution of ai venkat vajradhar - mediumvenkatvajradhar1
The future of the 5G edge. 5G is an important part of the evolution of cloud-computing ecosystems towards more distributed environments, even though it is still many years away from widespread expansion. Between now and 2025, the networking industry is investing $ 5 trillion globally in 5G, supporting the rapid adoption of mobile, edge, and embedded devices in every sphere of our lives.
Mobile Network Operators need to continuously expand capacity to meet the rapid growth in mobile data consumption. Crucially, this extra capacity needs to be delivered where demand arises, including deep indoors and in areas that are covered by fewer mobile radio sites. While substantial amounts of mid-bands spectrum and high-band spectrum are becoming available, the gap in the amount between low-band (sub-1 GHz) and mid-bands is increasing.
The satellite sector is undergoing the biggest transformation in its history and at the root of it all is New Space innovation. We’re moving into new orbits, moving towards new, configurable satellite designs and new business models. And as we saw last week during the Satellite Show’s LEO Forum, interest in this new era is surging as operators, launch providers, service providers and equipment manufacturers learn more about what is expected of them and how they will need to collaborate. This move to NGSO (Non-Geostationary Satellite Orbit) is now pushing the entire ecosystem towards new ways of thinking.
Smart Cities, IoT, SDN, 5G Networks, Cloud Computing… Managing Complexity wit...Bristol Is Open
Service & Content Providers’ Perspective of Smart Cities -How to enrich citizen experience using a pervasive urban SDN connectivity environment, Ramon Casellas
The future of IoT technology and the IoT Apps after the existence of the fifth generation of networking (5G-Network).
IoT is a new technology that was born a few years ago that based on the internet network which connects all IoT network terminals together to transfer data over the network between terminals (devices) abd take an action according to these data.
5G is a set of emerging global telecommunications standards, generally using high-frequency spectrum, to offer network connectivity with reduced latency and greater speed and capacity relative to its predecessors, most recently 4G LTE (Long-Term Evolution).
Importantly, 5G describes a collection of standards and technologies used to build tomorrow’s cutting-edge network infrastructure. In fact, many of the standards that will be officially considered 5G are still being decided on by working groups like the 3GPP, a collaborative body made up of various telecommunications associations.
This presentation gives an idea of how IOT is shaping Telco vendors network architecture and business models. The space of IOT and its opportunities and challenges
The ecosystem surrounding the coexistence of NB-IoT and 5G has taken shape and continues to expand. The conditions for the Internet of Everything are beginning to mature. What is the relationship between NB-IoT and 5G?
The relationship between NB-IoT and 5G
6G: Potential Use Cases and Enabling Technologies3G4G
This white paper presents an overview of some of the promising applications and use case envisioned for 6G, with the objective to highlight the potential for new markets and to provide an indication of the expected technical requirements. The white paper then describes some of the enabling technologies for meeting the performance requirements of 6G.
Authors: Ritvik Gupta, Student (A-Levels), Sutton Grammar School, London, United Kingdom under the supervision of Dr Biplab Sidkar, Associate Professor , Dept of Electrical and Computer Engineering, National University of Singapore
Recently Cisco and Ericsson announced a strategic partnership to create the networks of the future. Their partnership will lead to the synergy in developing innovative networks for connecting billions of the internet of things (IoT) devices considering their complementary efforts in the IoT innovation activities. Because patents can provide insights regarding the state of the art and technical details of innovation in a company, one can have insights regarding the future Cisco + Ericsson IoT networks based on each company’s patents for the IoT networks.
The world is changing for DSOs because of a.o. introduction of electric vehicles, growth of decentralized energy generation and changing regulation
As a result there is a growing need for data communication solutions that can meet long-term requirements coming from smart metering, smart grid, in-home automation and energy management
The Dutch DSOs are developing a data communication strategy to face the challenges involved with these developments
scenarios
The availability of a yet unused private radio license gives an unique opportunity to set-up a private radio network and perform a proof of concept
The Proof of Concept is performed by a consortium of DSOs (Alliander and Enexis) and a Telco (KPN, owner of the license) between November 2009 and May 2010
IoT is a new technology that was born a few years ago that based on the internet network which connects all IoT network terminals together to transfer data over the network between terminals (devices) abd take an action according to these data.
5G is a set of emerging global telecommunications standards, generally using high-frequency spectrum, to offer network connectivity with reduced latency and greater speed and capacity relative to its predecessors, most recently 4G LTE (Long-Term Evolution).
Importantly, 5G describes a collection of standards and technologies used to build tomorrow’s cutting-edge network infrastructure. In fact, many of the standards that will be officially considered 5G are still being decided on by working groups like the 3GPP, a collaborative body made up of various telecommunications associations.
5 g driving the evolution of ai venkat vajradhar - mediumvenkatvajradhar1
The future of the 5G edge. 5G is an important part of the evolution of cloud-computing ecosystems towards more distributed environments, even though it is still many years away from widespread expansion. Between now and 2025, the networking industry is investing $ 5 trillion globally in 5G, supporting the rapid adoption of mobile, edge, and embedded devices in every sphere of our lives.
Dive into the world of 5G and discover how it revolutionizes the way we use our phones! This presentation explores the mind-blowing speeds, ultra-low latency, and massive capacity of 5G networks. We'll uncover how it unlocks immersive experiences, transforms industries like healthcare and transportation, and empowers users like never before. Get ready to explore the exciting future of mobile technology.
Digital Nasional Berhad (DNB) has been established to accelerate the availability and adoption of 5G to support the transformation of Malaysia. The rollout of the 5G network has kicked off with the provision of 5G coverage in the Malaysian capital. This 5G network, will empower Malaysians to embrace the new digital economy.
Source: https://www.digital-nasional.com.my/white-papers
What Makes 5G Network Different - Digital Nasional BerhadDigitalNational
5G network is here and set to change our world for the better. It is true that 5G represents the fifth generation of mobile networks, but it is so much more than just another ‘G’. Read more
Artificial Intelligence (AI) plays a crucial role in automating processes, managing complexity, scalability, and using information from distributed systems in real time.
Enabling a Big Version for 5G with Small CellsPercy-Mitchell
Industry reports suggest that there will be approximately 2.5 billion 5G users by 2025, i.e., around 40% of the world’s population. To gear up for this momentous shift, communications service providers must upgrade and modernize networks and prepare them for the 5G era. Powered by small cells, Ultra Dense Networks (UDNs) will be the cornerstone of 5G networks, driving multiple 5G use cases, including smart cities, Industry 4.0, Industrial Internet of Things (IIoT), augmented reality (AR), virtual reality (VR), and more.
A fresh approach to remote IoT Connectivity by Podsystempodsystem1
There are a huge number of IoT devices, often roaming across countries and continents, that are located outside urban areas.
This poses significant challenges to both the design and connectivity of the device, the biggest concern being that there is no room for error, as troubleshooting and maintenance of remote and roaming devices is complicated and costly.
As part of the Internet of Things North America conference in Chicago Illinois (April 13th – 14th 2016), Podsystem Inc. CEO Sam Colley will be presenting ‘A Fresh Approach to Remote IoT Connectivity’ at 11:30 on April 14th.
Sam will address the challenges faced by remote IoT applications developers and discuss ways of overcoming them.
His presentation is centered around an infographic which outlines the main issues involved in developing remote IoT applications and explains how to make the correct choices in terms of device design, connectivity and future proofing to prolong the lifespan of the application and avoid costly mistakes.
This a small PPT on Introduction to 5G technology. In this PPT 5g introduced in very briefly. This is related to to 2017 5g according to 3GPP standards.
Dive into 5G technology! Understand how it delivers speed, efficiency & real-time communication. Explore benefits like network slicing & its impact on businesses, cities & the Internet of Things.
With the advancement of technology, we are now in the era of 5G technology, which is considered to be the most significant transformation in wireless technology. 5G technology is the fifth generation of mobile networks, and it is designed to be faster and more reliable than its predecessors. In this article, we will discuss the definition of 5G technology, how it works, and the benefits it offers.
Similar to 5 g driving the evolution of ai venkat vajradhar - medium (20)
Artificial Intelligence (AI) is doing a very good job and continues to provide many benefits to our modern world, but with good, inevitably negative consequences. The sooner we start to think about what they are, the better prepared we can be to reduce and manage the risks.
Over the past few years, we have seen that the amount of user data is being compromised. As the Internet of Things (IoT) and widespread Internet usage have caught on, cybercrime has grown rapidly. This not only compromises consumers but also damages the reputation of companies.
With traditional home security devices, the system can be programmed to trigger a predetermined response based on certain events. For example, if the system is armed, the countdown begins when the door is opened. If you fail to enter the code on the keypad in time, it alerts the police or an offsite security professional to a potential intruder.
How we successfully implemented ai in audit by venkat vajradhar _ dec, 202...venkatvajradhar1
Garbelman Winslow CPAs is evidence that you don’t have to be a large firm to have big aspirations with cutting-edge technology. The Upper Marlboro, Md.-based practice, which has a total of six CPAs and 15 employees, is using artificial intelligence (AI) to identify high-risk transactions as part of its auditing process. Here’s what the firm has done and learned so far, as told by partner Samantha Bowling, CPA, CGMA.
As impressive — or scary — as that might sound, artificial intelligence technologies aim to further revolutionize the way banking is done and the relationships between banks and their customers’ experience.
Machine learning can be a useful tool in detecting Medicare fraud, according to a new study that can recover anywhere from $ 19 billion to $ 65 billion lost in fraud each year.
AI (Artificial Intelligence) is a field of computer science that targets the development of smart machines that act and react like a real person. Part of the activities that systems provide with the AI application include speech recognition, planning, learning, and critical thinking and also a part of #AI SOLUTIONS
Artificial Intelligence Vs Machine Learning Vs Deep Learningvenkatvajradhar1
This technology is no longer a matter of science fiction. Instead, we see artificial intelligence in every part of our lives. Smart assistants are on our phones and speakers, helping us find information and complete everyday tasks. At work, chatbots are affiliated with the Customer Support Team, with estimates that they will be responsible for 85% of customer service by next year.
With traditional home security devices, the system can be programmed to trigger a predetermined response based on certain events. For example, if the system is armed, the countdown begins when the door is opened. If you fail to enter the code on the keypad in time, it alerts the police or an offsite security professional to a potential intruder.
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Another Top 9Key feature in Android 11 which will Redefine Mobile Applicationsvenkatvajradhar1
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Another top 5 industries that stand to benefit most from blockchain by venk...venkatvajradhar1
For instance, if all the fashion designers are making the same style of apparel, the competition will be high while the buyers less interested; hence only the original concepts and designs make an impact on the customers’ minds. All the replicas, whether iPhone or Android Apps, are doomed to be classified as failures.
As cyberattacks grow in volume and complexity in recent years, Artificial Intelligence (AI) helps under-resourced security operations analysts stay ahead of threats. From millions of research papers, blogs, and news stories to pressurize intelligence, AI provides instant results to help you fight through the noise of thousands of daily alerts, drastically reducing response time.
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Artificial intelligence is not limited to the IT or technology industry;Artificial intelligence is not limited to the IT or technology industry; Instead, it is widely used in other fields such as medicine, business, education, law, and manufacturing.
Instead, it is widely used in other fields such as medicine, business, education, law, and manufacturing.
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If you don’t save your credit card rewards for a specific purpose, pay off your current debt, or buy airline tickets for a vacation, sift through credit card rewards options.
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People bounce from food to food, nothing to it… from the Paleo Diet to the Ketogenic Diet to the Atkins Diet, and then back to where they started. U.S. News has an article on the best foods overall.
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
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This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualityInflectra
In this insightful webinar, Inflectra explores how artificial intelligence (AI) is transforming software development and testing. Discover how AI-powered tools are revolutionizing every stage of the software development lifecycle (SDLC), from design and prototyping to testing, deployment, and monitoring.
Learn about:
• The Future of Testing: How AI is shifting testing towards verification, analysis, and higher-level skills, while reducing repetitive tasks.
• Test Automation: How AI-powered test case generation, optimization, and self-healing tests are making testing more efficient and effective.
• Visual Testing: Explore the emerging capabilities of AI in visual testing and how it's set to revolutionize UI verification.
• Inflectra's AI Solutions: See demonstrations of Inflectra's cutting-edge AI tools like the ChatGPT plugin and Azure Open AI platform, designed to streamline your testing process.
Whether you're a developer, tester, or QA professional, this webinar will give you valuable insights into how AI is shaping the future of software delivery.
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Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
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UI automation Sample
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Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
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The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Leading Change strategies and insights for effective change management pdf 1.pdf
5 g driving the evolution of ai venkat vajradhar - medium
1. 5/29/2020 5G Driving the Evolution of AI - venkat vajradhar - Medium
https://medium.com/@pvvajradhar/5g-driving-the-evolution-of-ai-60058b583cb7 1/4
5G Driving the Evolution of AI
venkat vajradhar
May 29 · 4 min read
The future of the 5G edge. 5G is an important part of the evolution of cloud-computing
ecosystems towards more distributed environments, even though it is still many years
away from widespread expansion. Between now and 2025, the networking industry is
investing $ 5 trillion globally in 5G, supporting the rapid adoption of mobile, edge, and
embedded devices in every sphere of our lives.
5G is a major catalyst for the trend, under which more workload is being implemented
and data is on edge devices. This proves to the next generation of Artificial
Intelligence (AI) that data-driven algorithms provide an environment that guides each
cloud-centric process, device, and experience. AI will play an important part in
ensuring that 5G networks are optimized 24 × 7 end-to-end.
Only you can see this message
This story's distribution setting is o . Learn more
2. 5/29/2020 5G Driving the Evolution of AI - venkat vajradhar - Medium
https://medium.com/@pvvajradhar/5g-driving-the-evolution-of-ai-60058b583cb7 2/4
How 5G Can Use AI
AI hybrid lives on every edge of the clouds, multi-cloud, and future mesh networks.
Already, we have seen major AI platform vendors make significant investments in 5G-
based services for 5 Mobility, Internet of Things (IoT), and other edge environments.
To better understand how 5G empowers the online economy, let’s consider how this
emerging wireless architecture delivers value across the AI in telecom toolchain:
Next-Generation Edge Convergence with AI Systems on the Chip
5G combines digital cellular technology with wireless long-term evolution and Wi-Fi
interface. When deployed on cross-technology network interfaces, 5G allows each edge
device to rotate smoothly between indoor and wide-area environments.
The adoption of technology someday meets the radio spectra for these asymmetric
radio channels and network interfaces to single chips that are active in maintaining
seamless connections across multiple radio access technologies. These same 5G
interfaces will undoubtedly be converted into low-power, low-cost systems on the chip
for many mass-market AI applications with a neural network processing circuit.
To Know more:Top Seven (7)Types of Artificial
Intelligence
Massive device integration in real-time filling AI data lakes: 5G can support one million
simultaneous edge devices per square kilometer, the order of magnitude greater
synchronization than 4G technology.
Ultra-fast, high-volume streaming for low-latency AI: 5G connections have much lower
latencies than 4G, less than 1 milliseconds versus 50 milliseconds that are
characteristic of 4G. As a result, 5G has a much faster download and upload speed than
4G: 20 gigabits per second, which is 4 times the rate of 5–12 megabits per second.
Most of the application of 5G arises from the ability to transmit data over multiple
bitstreams simultaneously between the bandwidth and the transmission capacity
connection base station and edge devices.
How AI can benefit 5G
AI is also a key component of infrastructure to ensure that 5G networks, in all their
complexity, can support AI and other application workloads. Recently published
3. 5/29/2020 5G Driving the Evolution of AI - venkat vajradhar - Medium
https://medium.com/@pvvajradhar/5g-driving-the-evolution-of-ai-60058b583cb7 3/4
research shows that many wireless operators worldwide are well-equipped to
implement AI for their 5G and other networks.
For the next generation of distributed AI applications to work effectively, 5G networks
need to be constantly self-healing, self-managing, self-protecting, self-repairing, and
self-optimizing.
It relies on embedding machine learning and other AI models to automate application-
level traffic routing, service quality assurance, performance management, root cause
analysis, and other operational tasks. More efficient than manual methods.
At the very least, AI-based controls support changing RF’s channels and other
infrastructure resources dynamically and accurately to meet quality service
requirements, traffic patterns, and application workloads. They support the continual
assessment of alarm management, configuration and healing, and subscriber
experience optimization.
USM is capable to enhance the dynamic RF-channel allocation features of 5G. 5G has
smaller cells than 4G, uses frequency more aggressively, and must constantly retarget the
“beamformed” base station phase-range millimeter-wave antennas on each edge device.
To ensure the quality of service, 5G base stations dynamically evaluate and provide the
best wireless path for each device. They do this while constantly counting on the
difficulties facing 5G’s millimeter waves as they pass through walls and other solid
objects. AI-driven closed-loop real-time analytics is required to perform these
calculations in real-time on wireless local loops that are changing dynamically.
In fact, all of this AI in the 5G network creates demand for data management
infrastructure. Dedicated data lakes, auto ml tooling, This data/model management
infrastructure is implemented in cloud-to-edge configurations that align with complex
public / private federated environments that are characteristic of 5G.
For all these reasons, it’s time for service providers and enterprise IT, professionals, to
explore the critical role AI plays in their 5G and edge-computing plans.
Arti cial Intelligence 5g Technology Telecom
4. 5/29/2020 5G Driving the Evolution of AI - venkat vajradhar - Medium
https://medium.com/@pvvajradhar/5g-driving-the-evolution-of-ai-60058b583cb7 4/4
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