Machine Learning techniques that can be used to identify call quality problems based on analysis of WebRTC metrics data. Presented by Varun Singh, callstats.io CEO, at CommCon 2019.
Managing Penetration Testing Programs and Vulnerability Time to Live with Thr...Denim Group
This webinar takes a dive into the biggest features and benefits in the latest ThreadFix release and the evolving feature set. We will focus on ThreadFix’s new capabilities, including - managing internal penetration testing teams with ThreadFix, tracking vulnerability time to live policies, as well as a host of additional enhancements.
Application Asset Management with ThreadFixDenim Group
Too many organizations have an incomplete picture of their application portfolios. Because you are unable to protect attack surfaces that you don’t know about, this leaves them vulnerable. In this webinar, we will cover the capabilities that ThreadFix has to allows security teams to manage their application asset portfolios. We will also take a deeper dive into several tools such as nmap and OWASP Amass that can help security analysts better enumerate all of the applications in their organization’s portfolio.
Choosing the Best Approach for Monitoring Citrix User Experience: Should You ...eG Innovations
A great user experience is key for the success of any Citrix application virtualization or desktop virtualization initiative. To ensure user satisfaction and productivity, Citrix administrators should monitor the user experience proactively, detect times when users are likely to be seeing slowness, pinpoint the cause of such issues and initiate corrective actions to quickly resolve issues, thereby ensuring user satisfaction and productivity.
A key question is where should the monitoring of the Citrix infrastructure be performed from - the network, the server infrastructure, or from the client?
View this presentation to:
• Learn about the different approaches to Citrix user experience monitoring, their benefits and shortcomings
• Hear about a hybrid approach that provides the most cost-effective yet comprehensive monitoring for a Citrix server farm
• See a live demonstration of the hybrid Citrix monitoring approach and its ability to cover all aspects of Citrix user experience
Grab the Secure Mobile Application Development Reference here - http://www.denimgroup.com/know_artic_secure_mobile_application_development_reference.html
Are you looking to build a program to ensure maximum mobile security coverage?
If you are tasked with putting together a security testing program to address risk with internally developed mobile applications, there is no shortage of technical and process factors to consider. It is also critical to balance the security with a positive end-user experience, helping propel the overall brand forward - safely. Without proper mobile security, one significant loss can quickly destroy the trust foundation your company has worked years to craft.
This webinar will provide the security leader an overview of the challenges associated with mobile testing, certain technologies that one can use to identify mobile application vulnerabilities, and repeatable process strategies that will help build the foundation for a recurring testing program.
The session will provide attendees a broad understanding of mobile technologies, as well as a mobile testing launch checklist that will help your organization go from ground floor to a fully-functioning testing program in 30 days.
The session will also include:
An overview of the major mobile technologies and their defining attributes
An overview of how iOS and Android handle certain security issues differently via the Denim Group Mobile Development Reference Guide
An overview of a typical mobile application architecture and how it differs from a web application environment
How important web services are to a typical mobile architecture
The limitations of automated testing and how to augment security reviews to overcome testing gaps
How to make a program repeatable and economically feasible without disrupting the software development process
Using Network Recording and Search to Improve IT Service DeliveryEmulex Corporation
For organizations that depend critically on their network to provide services to both internal and external customers, understanding why quality of service issues occur is critical. An emerging tool in Network Performance Management and Diagnostics (NPMD) is network recording and search, which allows network operations (NetOps) staff to identify issues in service and application delivery.
Finding the right data (whether packets, netflows, or otherwise) to understand why your application is underperforming is often like finding a needle in a haystack. In most cases, you have to find exactly the right set of packets to understand why you have a service performance issue or a service failure. As organizations move from 1Gb Ethernet to 10Gb Ethernet to 40/100Gb Ethernet (1GbE, 10GbE, 40/100GbE), the “amount of hay” is increasing by orders of magnitude. However, most network recording and search devices on the market today cannot keep up with data rates beyond a few gigabits per second, and have to “sample” the network traffic. In this context, selecting the right network recording and search device means the difference between understanding and resolving your problem quickly, and spending days or weeks trying to randomly capture the right packets.
In this webinar, we’ll explore the different options that organizations have for recording and mining network traffic to identify and resolve ITSM issues. We'll explore what matters most when your applications fail, and share some best-practice insights gleaned from working with customers that run some of the largest and most critical data networks on the planet.
Managing Penetration Testing Programs and Vulnerability Time to Live with Thr...Denim Group
This webinar takes a dive into the biggest features and benefits in the latest ThreadFix release and the evolving feature set. We will focus on ThreadFix’s new capabilities, including - managing internal penetration testing teams with ThreadFix, tracking vulnerability time to live policies, as well as a host of additional enhancements.
Application Asset Management with ThreadFixDenim Group
Too many organizations have an incomplete picture of their application portfolios. Because you are unable to protect attack surfaces that you don’t know about, this leaves them vulnerable. In this webinar, we will cover the capabilities that ThreadFix has to allows security teams to manage their application asset portfolios. We will also take a deeper dive into several tools such as nmap and OWASP Amass that can help security analysts better enumerate all of the applications in their organization’s portfolio.
Choosing the Best Approach for Monitoring Citrix User Experience: Should You ...eG Innovations
A great user experience is key for the success of any Citrix application virtualization or desktop virtualization initiative. To ensure user satisfaction and productivity, Citrix administrators should monitor the user experience proactively, detect times when users are likely to be seeing slowness, pinpoint the cause of such issues and initiate corrective actions to quickly resolve issues, thereby ensuring user satisfaction and productivity.
A key question is where should the monitoring of the Citrix infrastructure be performed from - the network, the server infrastructure, or from the client?
View this presentation to:
• Learn about the different approaches to Citrix user experience monitoring, their benefits and shortcomings
• Hear about a hybrid approach that provides the most cost-effective yet comprehensive monitoring for a Citrix server farm
• See a live demonstration of the hybrid Citrix monitoring approach and its ability to cover all aspects of Citrix user experience
Grab the Secure Mobile Application Development Reference here - http://www.denimgroup.com/know_artic_secure_mobile_application_development_reference.html
Are you looking to build a program to ensure maximum mobile security coverage?
If you are tasked with putting together a security testing program to address risk with internally developed mobile applications, there is no shortage of technical and process factors to consider. It is also critical to balance the security with a positive end-user experience, helping propel the overall brand forward - safely. Without proper mobile security, one significant loss can quickly destroy the trust foundation your company has worked years to craft.
This webinar will provide the security leader an overview of the challenges associated with mobile testing, certain technologies that one can use to identify mobile application vulnerabilities, and repeatable process strategies that will help build the foundation for a recurring testing program.
The session will provide attendees a broad understanding of mobile technologies, as well as a mobile testing launch checklist that will help your organization go from ground floor to a fully-functioning testing program in 30 days.
The session will also include:
An overview of the major mobile technologies and their defining attributes
An overview of how iOS and Android handle certain security issues differently via the Denim Group Mobile Development Reference Guide
An overview of a typical mobile application architecture and how it differs from a web application environment
How important web services are to a typical mobile architecture
The limitations of automated testing and how to augment security reviews to overcome testing gaps
How to make a program repeatable and economically feasible without disrupting the software development process
Using Network Recording and Search to Improve IT Service DeliveryEmulex Corporation
For organizations that depend critically on their network to provide services to both internal and external customers, understanding why quality of service issues occur is critical. An emerging tool in Network Performance Management and Diagnostics (NPMD) is network recording and search, which allows network operations (NetOps) staff to identify issues in service and application delivery.
Finding the right data (whether packets, netflows, or otherwise) to understand why your application is underperforming is often like finding a needle in a haystack. In most cases, you have to find exactly the right set of packets to understand why you have a service performance issue or a service failure. As organizations move from 1Gb Ethernet to 10Gb Ethernet to 40/100Gb Ethernet (1GbE, 10GbE, 40/100GbE), the “amount of hay” is increasing by orders of magnitude. However, most network recording and search devices on the market today cannot keep up with data rates beyond a few gigabits per second, and have to “sample” the network traffic. In this context, selecting the right network recording and search device means the difference between understanding and resolving your problem quickly, and spending days or weeks trying to randomly capture the right packets.
In this webinar, we’ll explore the different options that organizations have for recording and mining network traffic to identify and resolve ITSM issues. We'll explore what matters most when your applications fail, and share some best-practice insights gleaned from working with customers that run some of the largest and most critical data networks on the planet.
How to Achieve Great Citrix User ExperienceeG Innovations
Users expect - and demand – that the performance of their virtual applications and desktops match, if not exceed, the performance of their physical applications and desktops. So, when virtualizing Citrix applications or desktops, a great user experience is the key for success. Slow logons, session disconnects and screen freezes are just some of the performance issues that might affect user experience when virtualizing Citrix environments.
To avoid these potential issues and ensure the success of Citrix-based IT transformation initiatives, IT managers must be able to monitor and manage the user experience to ensure optimal user satisfaction and productivity. View these slides from our most recent webinar where Bala Vaidhinathan, CTO of eG Innovations, discusses how you can monitor and manage the experience of your Citrix users to guarantee Citrix virtualization success
How to Avoid the Top 7 Mistakes Made When Managing Citrix PerformanceChristine Ackley
Citrix XenApp and XenDesktop are two of the most performance-sensitive applications being used in enterprise networks today. Citrix performance management is of critical importance because even a small glitch – anywhere in your infrastructure – can negatively affect the user experience and, ultimately, result in lost business revenue.
These slides are from our recent webinar , ‘How to Avoid the Top 7 Mistakes Made When Managing Citrix Performance’, where Raymond Otero, Manager of End-User Computing, Anexinet – a leading Citrix Gold Solution Advisor, and Srinivas Ramanathan, CEO of eG Innovations, discussed the top seven mistakes that IT professional make when managing their Citrix-based services as well as the best practices to address and avoid these mistakes to ensure a positive user experience and business continuity.
eG Enterprise Logon Simulator for Citrix XenApp & XenDesktopeG Innovations
eG Enterprise Citrix logon simulator helps you fix XenApp & XenDesktop issues before users are affected. Proactively monitor Citrix XenApp logon slowdowns.
In this presentation, you will discover how to:
- Proactively monitor logon performance by simulating and testing XenApp and XenDesktop logon sessions from various locations
- Identify why logon is slow and which step in the logon process takes more processing time: is it authentication, enumeration, HDX session establishment, application launch?
- Test and ensure if the entire Citrix delivery infrastructure (XenApp, XenDesktop, NetScaler, StoreFront, PVS, license server, AD, etc.) is working as expected to support user logon
- Leverage deep Citrix monitoring capabilities of eG Enterprise to identify real user logon issues in real time and provide speedy resolution
PDF Transforming Your Infrastructure into a Utility-Grade NetworkGraybar
Is your network ready and are you prepared for the Internet of Everything? The demands of the network are changing and changing very fast. A robust network infrastructure is critical as we enter this new era of “all things connected."
This G2 Talk webinar will help you understand the challenges that are ahead of you and outline a migration path to a utility-grade infrastructure to support the network of the future.
The ThreadFix Ecosystem: Vendors, Volunteers, and VersionsDenim Group
ThreadFix is an open source application vulnerability management system that helps automate many common application security tasks and integrate security and development tools. This presentation looks at the components of the platform and how they work together to help developers and application security analysts build more secure software. In addition to being a platform, ThreadFix is also an ecosystem of users and volunteers and the presentation will look at several case studies of how these groups have worked together to extend and improve the ThreadFix platform.
Beyond Monitoring | Leveraging Unified IT Performance Management for Patient ...eG Innovations
Application and desktop virtualization offer so much promise for smart growth, flexibility and cost savings in healthcare IT today, but along with this potential comes substantial risk. Poor performance and a bad end-user experience can degrade productivity, inflate management costs and, worst of all, negatively impact quality of care and patient satisfaction. At the same time, the healthcare IT infrastructure has increased in both scale and complexity. Hence, administrators struggle to determine when a slowdown happens what is the cause: Citrix? VMware? Storage? Windows? The application?
View these slides from our webinar where, along with HiMSS, Wendy Howard, Infrastructure Engineer with St. Charles Healthcare and Bala Vaidhinathan, CTO with eG Innovations, discussed how implementing unified performance-management powered a transformation from difficult, slow and reactive performance troubleshooting to well-planned, strategic rollouts, proactive maintenance, simple executive reporting and rapid caregiver support.
All thingsrtc finding hidden issues with mlCarl Blume
Chad Hart, callstats.io product manager, describes how callstats.io uses machine learning to identify call quality issues in contact centers. This presentation was delivered at allthingsRTC, June 2019.
Webex Control Hub -IT Control no matter where they workCisco Webex
The Cisco Webex Control Hub helps IT administrators to proactively ensure quality of service, drive adoption and get the most of their collaboration investments. IT provides actionable insights that can help you understand how, when and where users are collaborating – and how to troubleshoot quality of service issues.
Spirent: Datum User Experience Analytics SystemSailaja Tennati
Data Services:
Whether in the lab or the live network, Datum efficiently measures the user experience of data services. Evaluate user experience with a unified approach across all major mobile OS platforms and access technologies including LTE, 3G, and Wi-Fi.
Click here to find out more about Spirent Communication's User Experience Evaluation System Suite:
http://www.spirent.com/Products/User_Experience_Evaluation
Slides from webinar, co-hosted by the Vivit UK & Ireland Local User Groups on May 27th 2020. James Walker from Curiosity Software Ireland presented on model-based testing for ALM/Octane, setting out how model-based testing enables greater communication, collaboration and end-to-end automation.
For many organizations today, ALM Octane provides the single source of truth for distributed teams. Its scalable test management keeps testers and developers synchronised with granular analysis of testing progress and results, all integrated into CI/CD pipelines and agile methodologies. However, the quality of this testing remains dependent on the quality of the tests fed in and assigned to testers. Testing speed furthermore remains limited by the efficiency of that test creation. Manual, unsystematic test design and a reliance on low-coverage production data will still lead to low coverage tests. Those tests will also remain impossible to maintain in tight iterations, leaving new releases further exposed to damaging bugs. Impeccable test management instead deserves impeccable test design.
This webinar demonstrated how model-based test generation seamlessly maintains optimized test cases and data in ALM Octane, all linked to system requirements and automation frameworks for in-sprint maintenance and test execution. You will discover a requirements-driven approach to test maintenance, in which test cases, scripts and data are maintained as quick-to-build flowcharts are updated. Powerful mathematical algorithms generate the smallest set of tests needed to “cover” the latest system logic, with “just in time” data allocation to ensure that every test has valid test data. Pushing the tests to integrated automation frameworks enables truly “Continuous Testing”, with granular run results synchronized automatically in ALM Octane.
Service Virtualization: What Testers Need to KnowTechWell
Unrestrained access to a trustworthy and realistic test environment—including the application under test and all of its dependent components—is essential for achieving “quality @ speed” with agile, DevOps, and continuous delivery. Service virtualization is an emerging technology that provides teams access to a complete test environment by simulating the dependent components that are beyond their control, still evolving, or too complex to configure in a test lab. Arthur Hicken covers the ABCs of service virtualization—what it is and how it impacts Access, Behavior, Cost, and Speed. Learn how it can help you test more rigorously, avoid parallel development bottlenecks, and isolate application layers for debugging and performance testing in two ways—first, by providing access to dependent system components that would otherwise delay development and testing tasks; and second, by allowing you to alter the behavior of those dependent components in ways that would be impossible with a staged test environment.
Visualizing Your Network Health - Know your NetworkDellNMS
An old adage states that you cannot manage what you don’t know. Do you know what devices are on your network, where they are located, how they are configured, what they are connected to, and how they are affected by changes and failures?
Today’s network infrastructure is becoming more and more complex, while demands on the Network Administrator to ensure network availability and performance are higher than ever. Business critical systems depend upon you managing your entire network infrastructure and delivering high-quality service 24/7, 365 days a year. So how do you keep the pace?
Learn how real-time visibility into your entire network infrastructure provides the power to manage your assets with greater control.
Staying Under These Performance Redlines Will Improve VoIP Call Qualitypanagenda
Webinar Recording: https://www.panagenda.com/webinars/staying-under-these-performance-redlines-will-improve-voip-call-quality/
Please join us for this discussion with Ståle Hansen (Microsoft RD & Teams MVP). We are going to explore the maximum limits for Hardware and Networking performance that impact Teams call quality.
If your company is relying on Microsoft Teams for all calls and meetings, then you need to attend this webinar. This will be a technical discussion with Microsoft Teams UC experts on the performance redlines that cannot be crossed. We will review actual metrics from our current customers including over 1 Million endpoints. If you want to improve VoIP call quality for your employees then you must remain beneath these barriers.
During the webinar you will receive an introduction to OfficeExpert Endpoint Performance Monitoring (EPM). This new SaaS solution provides accurate data analytics for Microsoft 365 and Teams voice performance from the end-user perspective. If you want to identify the performance redlines for your end-users and proactively fix hardware limitations and network slowdowns then this solution will provide the actionable insights you need.
During the webinar you will learn about the maximum limits for device hardware and networking performance. Staying underneath these redlines will ensure acceptable Teams call quality performance for your employees.
What you will learn
- Maximum CPU and Memory Usage Limits
- Performance redline you cannot cross for Round-Trip-Times (RTT)
- How to determine bad ISP performance
- How to proactively improve VoIP call quality
- Why getting to the Microsoft Cloud Global Network quickly is so important!
Visualizing Your Network Health - Driving Visibility in Increasingly Complex...DellNMS
Dell Performance Monitoring Network Management solutions can provide your IT department with the affordable, in-depth visibility and actionable monitoring needed to manage network infrastructure complexity.
Join our webcast to learn how:
• Dynamic discovery of equipment provides the ability to map current location, configuration and interdependencies.
• Real-time visibility across network infrastructures can help ensure availability and performance.
• Actionable information about network health, faults, bandwidth hogs and performance issues reduces the mean-time-to-resolution.
• Proactive analysis can pinpoint the root cause of intermittent, hard to find problems.
Visualizing and optimizing your network is easier than you think
How to Achieve Great Citrix User ExperienceeG Innovations
Users expect - and demand – that the performance of their virtual applications and desktops match, if not exceed, the performance of their physical applications and desktops. So, when virtualizing Citrix applications or desktops, a great user experience is the key for success. Slow logons, session disconnects and screen freezes are just some of the performance issues that might affect user experience when virtualizing Citrix environments.
To avoid these potential issues and ensure the success of Citrix-based IT transformation initiatives, IT managers must be able to monitor and manage the user experience to ensure optimal user satisfaction and productivity. View these slides from our most recent webinar where Bala Vaidhinathan, CTO of eG Innovations, discusses how you can monitor and manage the experience of your Citrix users to guarantee Citrix virtualization success
How to Avoid the Top 7 Mistakes Made When Managing Citrix PerformanceChristine Ackley
Citrix XenApp and XenDesktop are two of the most performance-sensitive applications being used in enterprise networks today. Citrix performance management is of critical importance because even a small glitch – anywhere in your infrastructure – can negatively affect the user experience and, ultimately, result in lost business revenue.
These slides are from our recent webinar , ‘How to Avoid the Top 7 Mistakes Made When Managing Citrix Performance’, where Raymond Otero, Manager of End-User Computing, Anexinet – a leading Citrix Gold Solution Advisor, and Srinivas Ramanathan, CEO of eG Innovations, discussed the top seven mistakes that IT professional make when managing their Citrix-based services as well as the best practices to address and avoid these mistakes to ensure a positive user experience and business continuity.
eG Enterprise Logon Simulator for Citrix XenApp & XenDesktopeG Innovations
eG Enterprise Citrix logon simulator helps you fix XenApp & XenDesktop issues before users are affected. Proactively monitor Citrix XenApp logon slowdowns.
In this presentation, you will discover how to:
- Proactively monitor logon performance by simulating and testing XenApp and XenDesktop logon sessions from various locations
- Identify why logon is slow and which step in the logon process takes more processing time: is it authentication, enumeration, HDX session establishment, application launch?
- Test and ensure if the entire Citrix delivery infrastructure (XenApp, XenDesktop, NetScaler, StoreFront, PVS, license server, AD, etc.) is working as expected to support user logon
- Leverage deep Citrix monitoring capabilities of eG Enterprise to identify real user logon issues in real time and provide speedy resolution
PDF Transforming Your Infrastructure into a Utility-Grade NetworkGraybar
Is your network ready and are you prepared for the Internet of Everything? The demands of the network are changing and changing very fast. A robust network infrastructure is critical as we enter this new era of “all things connected."
This G2 Talk webinar will help you understand the challenges that are ahead of you and outline a migration path to a utility-grade infrastructure to support the network of the future.
The ThreadFix Ecosystem: Vendors, Volunteers, and VersionsDenim Group
ThreadFix is an open source application vulnerability management system that helps automate many common application security tasks and integrate security and development tools. This presentation looks at the components of the platform and how they work together to help developers and application security analysts build more secure software. In addition to being a platform, ThreadFix is also an ecosystem of users and volunteers and the presentation will look at several case studies of how these groups have worked together to extend and improve the ThreadFix platform.
Beyond Monitoring | Leveraging Unified IT Performance Management for Patient ...eG Innovations
Application and desktop virtualization offer so much promise for smart growth, flexibility and cost savings in healthcare IT today, but along with this potential comes substantial risk. Poor performance and a bad end-user experience can degrade productivity, inflate management costs and, worst of all, negatively impact quality of care and patient satisfaction. At the same time, the healthcare IT infrastructure has increased in both scale and complexity. Hence, administrators struggle to determine when a slowdown happens what is the cause: Citrix? VMware? Storage? Windows? The application?
View these slides from our webinar where, along with HiMSS, Wendy Howard, Infrastructure Engineer with St. Charles Healthcare and Bala Vaidhinathan, CTO with eG Innovations, discussed how implementing unified performance-management powered a transformation from difficult, slow and reactive performance troubleshooting to well-planned, strategic rollouts, proactive maintenance, simple executive reporting and rapid caregiver support.
All thingsrtc finding hidden issues with mlCarl Blume
Chad Hart, callstats.io product manager, describes how callstats.io uses machine learning to identify call quality issues in contact centers. This presentation was delivered at allthingsRTC, June 2019.
Webex Control Hub -IT Control no matter where they workCisco Webex
The Cisco Webex Control Hub helps IT administrators to proactively ensure quality of service, drive adoption and get the most of their collaboration investments. IT provides actionable insights that can help you understand how, when and where users are collaborating – and how to troubleshoot quality of service issues.
Spirent: Datum User Experience Analytics SystemSailaja Tennati
Data Services:
Whether in the lab or the live network, Datum efficiently measures the user experience of data services. Evaluate user experience with a unified approach across all major mobile OS platforms and access technologies including LTE, 3G, and Wi-Fi.
Click here to find out more about Spirent Communication's User Experience Evaluation System Suite:
http://www.spirent.com/Products/User_Experience_Evaluation
Slides from webinar, co-hosted by the Vivit UK & Ireland Local User Groups on May 27th 2020. James Walker from Curiosity Software Ireland presented on model-based testing for ALM/Octane, setting out how model-based testing enables greater communication, collaboration and end-to-end automation.
For many organizations today, ALM Octane provides the single source of truth for distributed teams. Its scalable test management keeps testers and developers synchronised with granular analysis of testing progress and results, all integrated into CI/CD pipelines and agile methodologies. However, the quality of this testing remains dependent on the quality of the tests fed in and assigned to testers. Testing speed furthermore remains limited by the efficiency of that test creation. Manual, unsystematic test design and a reliance on low-coverage production data will still lead to low coverage tests. Those tests will also remain impossible to maintain in tight iterations, leaving new releases further exposed to damaging bugs. Impeccable test management instead deserves impeccable test design.
This webinar demonstrated how model-based test generation seamlessly maintains optimized test cases and data in ALM Octane, all linked to system requirements and automation frameworks for in-sprint maintenance and test execution. You will discover a requirements-driven approach to test maintenance, in which test cases, scripts and data are maintained as quick-to-build flowcharts are updated. Powerful mathematical algorithms generate the smallest set of tests needed to “cover” the latest system logic, with “just in time” data allocation to ensure that every test has valid test data. Pushing the tests to integrated automation frameworks enables truly “Continuous Testing”, with granular run results synchronized automatically in ALM Octane.
Service Virtualization: What Testers Need to KnowTechWell
Unrestrained access to a trustworthy and realistic test environment—including the application under test and all of its dependent components—is essential for achieving “quality @ speed” with agile, DevOps, and continuous delivery. Service virtualization is an emerging technology that provides teams access to a complete test environment by simulating the dependent components that are beyond their control, still evolving, or too complex to configure in a test lab. Arthur Hicken covers the ABCs of service virtualization—what it is and how it impacts Access, Behavior, Cost, and Speed. Learn how it can help you test more rigorously, avoid parallel development bottlenecks, and isolate application layers for debugging and performance testing in two ways—first, by providing access to dependent system components that would otherwise delay development and testing tasks; and second, by allowing you to alter the behavior of those dependent components in ways that would be impossible with a staged test environment.
Visualizing Your Network Health - Know your NetworkDellNMS
An old adage states that you cannot manage what you don’t know. Do you know what devices are on your network, where they are located, how they are configured, what they are connected to, and how they are affected by changes and failures?
Today’s network infrastructure is becoming more and more complex, while demands on the Network Administrator to ensure network availability and performance are higher than ever. Business critical systems depend upon you managing your entire network infrastructure and delivering high-quality service 24/7, 365 days a year. So how do you keep the pace?
Learn how real-time visibility into your entire network infrastructure provides the power to manage your assets with greater control.
Staying Under These Performance Redlines Will Improve VoIP Call Qualitypanagenda
Webinar Recording: https://www.panagenda.com/webinars/staying-under-these-performance-redlines-will-improve-voip-call-quality/
Please join us for this discussion with Ståle Hansen (Microsoft RD & Teams MVP). We are going to explore the maximum limits for Hardware and Networking performance that impact Teams call quality.
If your company is relying on Microsoft Teams for all calls and meetings, then you need to attend this webinar. This will be a technical discussion with Microsoft Teams UC experts on the performance redlines that cannot be crossed. We will review actual metrics from our current customers including over 1 Million endpoints. If you want to improve VoIP call quality for your employees then you must remain beneath these barriers.
During the webinar you will receive an introduction to OfficeExpert Endpoint Performance Monitoring (EPM). This new SaaS solution provides accurate data analytics for Microsoft 365 and Teams voice performance from the end-user perspective. If you want to identify the performance redlines for your end-users and proactively fix hardware limitations and network slowdowns then this solution will provide the actionable insights you need.
During the webinar you will learn about the maximum limits for device hardware and networking performance. Staying underneath these redlines will ensure acceptable Teams call quality performance for your employees.
What you will learn
- Maximum CPU and Memory Usage Limits
- Performance redline you cannot cross for Round-Trip-Times (RTT)
- How to determine bad ISP performance
- How to proactively improve VoIP call quality
- Why getting to the Microsoft Cloud Global Network quickly is so important!
Visualizing Your Network Health - Driving Visibility in Increasingly Complex...DellNMS
Dell Performance Monitoring Network Management solutions can provide your IT department with the affordable, in-depth visibility and actionable monitoring needed to manage network infrastructure complexity.
Join our webcast to learn how:
• Dynamic discovery of equipment provides the ability to map current location, configuration and interdependencies.
• Real-time visibility across network infrastructures can help ensure availability and performance.
• Actionable information about network health, faults, bandwidth hogs and performance issues reduces the mean-time-to-resolution.
• Proactive analysis can pinpoint the root cause of intermittent, hard to find problems.
Visualizing and optimizing your network is easier than you think
Top 3 Network Challenges Limiting IT Agility Brocade
o Are technical challenges preventing you from building cloud infrastructures? This Webinar will explain the top three challenges facing network architects today, along with the key steps for improving IT agility. Join Brocade and guest Forrester Research in an interactive discussion to help you cut through the hype and focus on the top areas within networking that will propel you forward.
BSA425 v1.3Project Plan DraftBSA425 v1.3Page 12 of 12VannaSchrader3
BSA/425 v1.3
Project Plan Draft
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Project Plan Draft
Fill out each of the sections below with information relevant to your project. Be sure to include the company name associated with your project.
Company Name: Techlynk LimitedNetwork Technology Recommendations
Network Technology Selection Criteria
Selection Criteria Name
Selection Criteria Description
Selection Criteria Value (Weighting in Points)
Ease of use
Technology should be easy to use for all users without any training involved.
6
Cost
It should be affordable to procure and maintain the technology.
8
Reliability
The network should always work regardless of any failure. All nodes should support each other.
7
Feasibility
The broadband should be affordable based on capital and operational costs
8
Accessibility
Ensure the network provides different paths so that all nodes get connected
7
Cyber security
This ensures detection and protection from data breaches, virus, or malware attacks
8
Network Technology Recommendation
Recommended Network Technologies
Description
Benefits
Aggregate Selection Criteria Score
Local area network (LAN
Local area networks connect groups of computers and low-voltage devices over short distances (within a building or between a group of two or three buildings very close to each other) to share information and resources. Businesses generally manage and maintain local networks. Through the use of routers, LANs can connect to wide area networks (WANs, explained below) to transfer data quickly and securely.
Most local area networks have a router that connects to the internet. So being on such a local area network, you can communicate with other devices on your network and are protected from internet-based sniffing and monitoring software (i.e. things on the internet can’t see your internal traffic between devices). And yet, you still have the ability to go out to the internet by simply entering an internet IP address in your browser’s URL field.
7
Wireless local area network (WLAN)
WLANs use wireless network technology, such as Wi-Fi. Generally seen in the same types of applications as local area networks, these types of networks do not require devices to rely on physical cables to connect to the network.
You can access network resources from any location within the wireless network's coverage area. Wireless access to the Internet and to company resources help your staff be more productive and collaborative.
You don't have to string cables, as you do with wired networks. Installation can be quick and cost-effective. You can easily expand WLANs where and as needed, because no wires are involved.
8
Network Technology Vendor Selection Criteria
Selection Criteria Name
Selection Criteria Description
Selection Criteria Value (Weighting in Points)
Quality of Product or Service
They must provide high quality services to meet organization goals. Services provided must meet the required market standards.
6
Price
Services must be affordable to the ...
ClueCon 2018: AI For Real-time Communications by Binoy Chemmagatecallstats.io
The aim for every real-time communication product is to deliver the best media quality. That is optimal for the set of end-users in the call, based on their individual locations, the diverse device capabilities, and/or prevalent network conditions between them. The talk discussed AI techniques used at callstats.io for delivering optimal media quality at ClueCon 2018 by Binoy Chemmagate.
https://www.cluecon.com/
Delay is an important networking metric that can have a major impact on the user experience. This infographic explains the four key components that make up the total delay in a network.
6 Cost Saving Benefits of Real-time Speech Analyticscallstats.io
Real-time speech analytics has become an essential part of customer support and sales. It permits organizations to have deeper insights into customer interactions and direct conversation flows to be as productive as possible. Check out our infographic on the cost-saving benefits of using real-time speech analytics.
WebRTC data channels have various interesting use cases, several of which are outlined in our WebRTC Metrics Reports. This infographic outlines five different use cases for WebRTC, as well as short explanations of how WebRTC benefits them.
WebRTC has a rich and interesting history, starting in 2010 with Google’s acquisition of On2 and Global IP Solutions. It’s been seven years, and WebRTC v1.0 is finally considered feature complete by W3C and supported across Chrome, Firefox, Safari, Opera, and Edge, as well as iOS and Android. Before thinking about the next version of WebRTC, let’s take a look at the past.
Who Really Needs to Monitor WebRTC? [Infographic]callstats.io
No matter the complexity of the WebRTC product, it’s important to have some sort of monitoring tool so you are not relying solely on customer feedback. Figuring out a problem is a lot easier when you can have some actual verifiable metrics to refer to.
This infographic gives you background on how monitoring workload is divided between Customer Support, DevOps, and Engineering teams.
Kranky Geek Sao Paulo 2016 - WebRTC Statistics and Analyticscallstats.io
Let’s play with WebRTC statistics and the getStats() API. WebRTC Stats expert Varun Singh will review the many statistics WebRTC provides, what they mean, and how to use them to keep your service running smoothly.
WebRTC - an analytics perspective by callstats.iocallstats.io
Varun Singh, callstats.io CEO, gave a presentation at Enterprise Connect 2016. He talked about how WebRTC is being used and what are the analytics behind it.
One year of measuring WebRTC service qualitycallstats.io
Varun presented some key numbers from callstats.io WebRTC monitoring and analytics plaform at the WebRTC Conference Expo in Paris December 2015. Browsers, Operating systems, participants, relay types, IPv6, ICE candidates, Setup times, failure reasons, time to failure, churn, RTT distribution, TURN & NAT.
callstats.io monitors and manages the media sessions in a WebRTC application. The slideshow highlights why monitoring the quality of the session is important, what is visualised to help with diagnostics. For more information about the management and notification features, contact varun -at- callstats.io
To make sure WebRTC conferences can be offered at the best possible quality, the WebRTC standard includes a statistics API. The statistics can be retrieved with the getStats() API call.
A Rich Alternative to webrtc-internalscallstats.io
Using the webrtc-internals requires the user to be quite tech-savvy as only few people know how to access the page. Also making the user go to the webrtc-internals page makes the users do a job that should be done by the service provider. With callstats.io integrated in WebRTC service, statistics from every call is periodically logged. Therefore, a developer can dissect segments of a conference call or also search for conference calls made by the same user to see how consistently the issue appears for them.
Navigating the Metaverse: A Journey into Virtual Evolution"Donna Lenk
Join us for an exploration of the Metaverse's evolution, where innovation meets imagination. Discover new dimensions of virtual events, engage with thought-provoking discussions, and witness the transformative power of digital realms."
A Study of Variable-Role-based Feature Enrichment in Neural Models of CodeAftab Hussain
Understanding variable roles in code has been found to be helpful by students
in learning programming -- could variable roles help deep neural models in
performing coding tasks? We do an exploratory study.
- These are slides of the talk given at InteNSE'23: The 1st International Workshop on Interpretability and Robustness in Neural Software Engineering, co-located with the 45th International Conference on Software Engineering, ICSE 2023, Melbourne Australia
Enterprise Resource Planning System includes various modules that reduce any business's workload. Additionally, it organizes the workflows, which drives towards enhancing productivity. Here are a detailed explanation of the ERP modules. Going through the points will help you understand how the software is changing the work dynamics.
To know more details here: https://blogs.nyggs.com/nyggs/enterprise-resource-planning-erp-system-modules/
Custom Healthcare Software for Managing Chronic Conditions and Remote Patient...Mind IT Systems
Healthcare providers often struggle with the complexities of chronic conditions and remote patient monitoring, as each patient requires personalized care and ongoing monitoring. Off-the-shelf solutions may not meet these diverse needs, leading to inefficiencies and gaps in care. It’s here, custom healthcare software offers a tailored solution, ensuring improved care and effectiveness.
AI Fusion Buddy Review: Brand New, Groundbreaking Gemini-Powered AI AppGoogle
AI Fusion Buddy Review: Brand New, Groundbreaking Gemini-Powered AI App
👉👉 Click Here To Get More Info 👇👇
https://sumonreview.com/ai-fusion-buddy-review
AI Fusion Buddy Review: Key Features
✅Create Stunning AI App Suite Fully Powered By Google's Latest AI technology, Gemini
✅Use Gemini to Build high-converting Converting Sales Video Scripts, ad copies, Trending Articles, blogs, etc.100% unique!
✅Create Ultra-HD graphics with a single keyword or phrase that commands 10x eyeballs!
✅Fully automated AI articles bulk generation!
✅Auto-post or schedule stunning AI content across all your accounts at once—WordPress, Facebook, LinkedIn, Blogger, and more.
✅With one keyword or URL, generate complete websites, landing pages, and more…
✅Automatically create & sell AI content, graphics, websites, landing pages, & all that gets you paid non-stop 24*7.
✅Pre-built High-Converting 100+ website Templates and 2000+ graphic templates logos, banners, and thumbnail images in Trending Niches.
✅Say goodbye to wasting time logging into multiple Chat GPT & AI Apps once & for all!
✅Save over $5000 per year and kick out dependency on third parties completely!
✅Brand New App: Not available anywhere else!
✅ Beginner-friendly!
✅ZERO upfront cost or any extra expenses
✅Risk-Free: 30-Day Money-Back Guarantee!
✅Commercial License included!
See My Other Reviews Article:
(1) AI Genie Review: https://sumonreview.com/ai-genie-review
(2) SocioWave Review: https://sumonreview.com/sociowave-review
(3) AI Partner & Profit Review: https://sumonreview.com/ai-partner-profit-review
(4) AI Ebook Suite Review: https://sumonreview.com/ai-ebook-suite-review
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#HowDoesAIFusionBuddyWorks
Software Engineering, Software Consulting, Tech Lead, Spring Boot, Spring Cloud, Spring Core, Spring JDBC, Spring Transaction, Spring MVC, OpenShift Cloud Platform, Kafka, REST, SOAP, LLD & HLD.
Utilocate offers a comprehensive solution for locate ticket management by automating and streamlining the entire process. By integrating with Geospatial Information Systems (GIS), it provides accurate mapping and visualization of utility locations, enhancing decision-making and reducing the risk of errors. The system's advanced data analytics tools help identify trends, predict potential issues, and optimize resource allocation, making the locate ticket management process smarter and more efficient. Additionally, automated ticket management ensures consistency and reduces human error, while real-time notifications keep all relevant personnel informed and ready to respond promptly.
The system's ability to streamline workflows and automate ticket routing significantly reduces the time taken to process each ticket, making the process faster and more efficient. Mobile access allows field technicians to update ticket information on the go, ensuring that the latest information is always available and accelerating the locate process. Overall, Utilocate not only enhances the efficiency and accuracy of locate ticket management but also improves safety by minimizing the risk of utility damage through precise and timely locates.
Need for Speed: Removing speed bumps from your Symfony projects ⚡️Łukasz Chruściel
No one wants their application to drag like a car stuck in the slow lane! Yet it’s all too common to encounter bumpy, pothole-filled solutions that slow the speed of any application. Symfony apps are not an exception.
In this talk, I will take you for a spin around the performance racetrack. We’ll explore common pitfalls - those hidden potholes on your application that can cause unexpected slowdowns. Learn how to spot these performance bumps early, and more importantly, how to navigate around them to keep your application running at top speed.
We will focus in particular on tuning your engine at the application level, making the right adjustments to ensure that your system responds like a well-oiled, high-performance race car.
Zoom is a comprehensive platform designed to connect individuals and teams efficiently. With its user-friendly interface and powerful features, Zoom has become a go-to solution for virtual communication and collaboration. It offers a range of tools, including virtual meetings, team chat, VoIP phone systems, online whiteboards, and AI companions, to streamline workflows and enhance productivity.
AI Pilot Review: The World’s First Virtual Assistant Marketing SuiteGoogle
AI Pilot Review: The World’s First Virtual Assistant Marketing Suite
👉👉 Click Here To Get More Info 👇👇
https://sumonreview.com/ai-pilot-review/
AI Pilot Review: Key Features
✅Deploy AI expert bots in Any Niche With Just A Click
✅With one keyword, generate complete funnels, websites, landing pages, and more.
✅More than 85 AI features are included in the AI pilot.
✅No setup or configuration; use your voice (like Siri) to do whatever you want.
✅You Can Use AI Pilot To Create your version of AI Pilot And Charge People For It…
✅ZERO Manual Work With AI Pilot. Never write, Design, Or Code Again.
✅ZERO Limits On Features Or Usages
✅Use Our AI-powered Traffic To Get Hundreds Of Customers
✅No Complicated Setup: Get Up And Running In 2 Minutes
✅99.99% Up-Time Guaranteed
✅30 Days Money-Back Guarantee
✅ZERO Upfront Cost
See My Other Reviews Article:
(1) TubeTrivia AI Review: https://sumonreview.com/tubetrivia-ai-review
(2) SocioWave Review: https://sumonreview.com/sociowave-review
(3) AI Partner & Profit Review: https://sumonreview.com/ai-partner-profit-review
(4) AI Ebook Suite Review: https://sumonreview.com/ai-ebook-suite-review
Atelier - Innover avec l’IA Générative et les graphes de connaissancesNeo4j
Atelier - Innover avec l’IA Générative et les graphes de connaissances
Allez au-delà du battage médiatique autour de l’IA et découvrez des techniques pratiques pour utiliser l’IA de manière responsable à travers les données de votre organisation. Explorez comment utiliser les graphes de connaissances pour augmenter la précision, la transparence et la capacité d’explication dans les systèmes d’IA générative. Vous partirez avec une expérience pratique combinant les relations entre les données et les LLM pour apporter du contexte spécifique à votre domaine et améliorer votre raisonnement.
Amenez votre ordinateur portable et nous vous guiderons sur la mise en place de votre propre pile d’IA générative, en vous fournissant des exemples pratiques et codés pour démarrer en quelques minutes.
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
GraphSummit Paris - The art of the possible with Graph TechnologyNeo4j
Sudhir Hasbe, Chief Product Officer, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
Quarkus Hidden and Forbidden ExtensionsMax Andersen
Quarkus has a vast extension ecosystem and is known for its subsonic and subatomic feature set. Some of these features are not as well known, and some extensions are less talked about, but that does not make them less interesting - quite the opposite.
Come join this talk to see some tips and tricks for using Quarkus and some of the lesser known features, extensions and development techniques.
Launch Your Streaming Platforms in MinutesRoshan Dwivedi
The claim of launching a streaming platform in minutes might be a bit of an exaggeration, but there are services that can significantly streamline the process. Here's a breakdown:
Pros of Speedy Streaming Platform Launch Services:
No coding required: These services often use drag-and-drop interfaces or pre-built templates, eliminating the need for programming knowledge.
Faster setup: Compared to building from scratch, these platforms can get you up and running much quicker.
All-in-one solutions: Many services offer features like content management systems (CMS), video players, and monetization tools, reducing the need for multiple integrations.
Things to Consider:
Limited customization: These platforms may offer less flexibility in design and functionality compared to custom-built solutions.
Scalability: As your audience grows, you might need to upgrade to a more robust platform or encounter limitations with the "quick launch" option.
Features: Carefully evaluate which features are included and if they meet your specific needs (e.g., live streaming, subscription options).
Examples of Services for Launching Streaming Platforms:
Muvi [muvi com]
Uscreen [usencreen tv]
Alternatives to Consider:
Existing Streaming platforms: Platforms like YouTube or Twitch might be suitable for basic streaming needs, though monetization options might be limited.
Custom Development: While more time-consuming, custom development offers the most control and flexibility for your platform.
Overall, launching a streaming platform in minutes might not be entirely realistic, but these services can significantly speed up the process compared to building from scratch. Carefully consider your needs and budget when choosing the best option for you.
AI Genie Review: World’s First Open AI WordPress Website CreatorGoogle
AI Genie Review: World’s First Open AI WordPress Website Creator
👉👉 Click Here To Get More Info 👇👇
https://sumonreview.com/ai-genie-review
AI Genie Review: Key Features
✅Creates Limitless Real-Time Unique Content, auto-publishing Posts, Pages & Images directly from Chat GPT & Open AI on WordPress in any Niche
✅First & Only Google Bard Approved Software That Publishes 100% Original, SEO Friendly Content using Open AI
✅Publish Automated Posts and Pages using AI Genie directly on Your website
✅50 DFY Websites Included Without Adding Any Images, Content Or Doing Anything Yourself
✅Integrated Chat GPT Bot gives Instant Answers on Your Website to Visitors
✅Just Enter the title, and your Content for Pages and Posts will be ready on your website
✅Automatically insert visually appealing images into posts based on keywords and titles.
✅Choose the temperature of the content and control its randomness.
✅Control the length of the content to be generated.
✅Never Worry About Paying Huge Money Monthly To Top Content Creation Platforms
✅100% Easy-to-Use, Newbie-Friendly Technology
✅30-Days Money-Back Guarantee
See My Other Reviews Article:
(1) TubeTrivia AI Review: https://sumonreview.com/tubetrivia-ai-review
(2) SocioWave Review: https://sumonreview.com/sociowave-review
(3) AI Partner & Profit Review: https://sumonreview.com/ai-partner-profit-review
(4) AI Ebook Suite Review: https://sumonreview.com/ai-ebook-suite-review
#AIGenieApp #AIGenieBonus #AIGenieBonuses #AIGenieDemo #AIGenieDownload #AIGenieLegit #AIGenieLiveDemo #AIGenieOTO #AIGeniePreview #AIGenieReview #AIGenieReviewandBonus #AIGenieScamorLegit #AIGenieSoftware #AIGenieUpgrades #AIGenieUpsells #HowDoesAlGenie #HowtoBuyAIGenie #HowtoMakeMoneywithAIGenie #MakeMoneyOnline #MakeMoneywithAIGenie
Do you want Software for your Business? Visit Deuglo
Deuglo has top Software Developers in India. They are experts in software development and help design and create custom Software solutions.
Deuglo follows seven steps methods for delivering their services to their customers. They called it the Software development life cycle process (SDLC).
Requirement — Collecting the Requirements is the first Phase in the SSLC process.
Feasibility Study — after completing the requirement process they move to the design phase.
Design — in this phase, they start designing the software.
Coding — when designing is completed, the developers start coding for the software.
Testing — in this phase when the coding of the software is done the testing team will start testing.
Installation — after completion of testing, the application opens to the live server and launches!
Maintenance — after completing the software development, customers start using the software.
Empowering Growth with Best Software Development Company in Noida - Deuglo
Finding Hidden Call Quality Issues with Machine Learning
1. Finding Hidden Call Quality
Issues with Machine
Learning
Varun Singh, CEO
09 July 2019
On behalf of Navid, Ali, Lennart
2. Callstats.io is WebRTC Monitoring Leader
• Founded in 2014 by IETF and W3C authors
• Customers across vertical industries
• Integrated into all major CPaaS platforms
• Over 1B collected WebRTC datapoints each month
• Backed by leading venture capital firms ($3.5M/two rounds)
3. Range of Issues Degrades WebRTC User
Experiences
Variable network performance
• Degrades audio quality
Software errors
• Disconnections resulting dropped calls and call failures
User and equipment faults
• Device or local issues
4. WebRTC Monitoring
Network status
Service metrics
AI-Driven Troubleshooting
Anomaly detection
Root cause analysis
Notifications
Active Network Testing
Connectivity verification
Performance metrics
callstats.io provides robust solutions
5. Dealing with Big Data
Why do we need ML?
Photo credit: Flickr User Gavin Bell (CC BY-NC-ND 2.0)
https://www.flickr.com/photos/gavinbell/535261899/
6. Challenge: getStats provides a lot of
data
Example:
Go to
https://webrtc.github.io/samples/src/content/peerconnection/pc1/
Start the sample
Type:
7
pc1.getStats().then(stats=>stats.forEach(stat=>console.log(stat)))
8. Transport Endpoint Platform Infrastructure
ISP name /
AS number
Device type
Topology
(P2P / SFU / MCU)
User network:
End-user location , Network
Type
Operating system
Server locations
Media engine:
Audio and video frame rate and
size variations
Browser / RTC stack Server network
Packetization:
Round Trip Time,
Jitter, Packet loss
CPU type App Version
Several data dimensions
9. Challenge: dealing with lots of data
appVer
buildVer
buildName
osName
osVer
totalMeanAudioRtt
totalMeanVideoRtt
countVideoRtt
countAudioRtt
totalInboundAudioPacketsLost
totalInboundVideoPacketsLost
totalOutboundAudioPacketsLost
totalOutboundVideoPacketsLost
totalInboundAudioPackets
totalInboundVideoPackets
totalOutboundAudioPackets
totalOutboundVideoPackets
totalMeanInboundVideoThroughput
countInboundVideoThroughput
totalMeanInboundAudioThroughput
countInboundAudioThroughput
totalMeanOutboundAudioThroughput
countOutboundAudioThroughput
totalMeanOutboundVideoThroughput
Many Metrics
10. Challenge: dealing with lots of data
appVer
buildVer
buildName
osName
osVer
totalMeanAudioRtt
totalMeanVideoRtt
countVideoRtt
countAudioRtt
totalInboundAudioPacketsLost
totalInboundVideoPacketsLost
totalOutboundAudioPacketsLost
totalOutboundVideoPacketsLost
totalInboundAudioPackets
totalInboundVideoPackets
totalOutboundAudioPackets
totalOutboundVideoPackets
totalMeanInboundVideoThroughput
countInboundVideoThroughput
totalMeanInboundAudioThroughput
countInboundAudioThroughput
totalMeanOutboundAudioThroughput
countOutboundAudioThroughput
totalMeanOutboundVideoThroughput
Many Metrics Measures×
• Average
• Mean
• Percentile
• Skew
• Kurtosis
11. Challenge: dealing with lots of data
appVer
buildVer
buildName
osName
osVer
totalMeanAudioRtt
totalMeanVideoRtt
countVideoRtt
countAudioRtt
totalInboundAudioPacketsLost
totalInboundVideoPacketsLost
totalOutboundAudioPacketsLost
totalOutboundVideoPacketsLost
totalInboundAudioPackets
totalInboundVideoPackets
totalOutboundAudioPackets
totalOutboundVideoPackets
totalMeanInboundVideoThroughput
countInboundVideoThroughput
totalMeanInboundAudioThroughput
countInboundAudioThroughput
totalMeanOutboundAudioThroughput
countOutboundAudioThroughput
totalMeanOutboundVideoThroughput
Many Metrics Measures× × n samples
• Average
• Mean
• Percentile
• Skew
• Kurtosis
• Sample rate
• Number of participants
• Call duration
12. Challenge: dealing with lots of data
appVer
buildVer
buildName
osName
osVer
totalMeanAudioRtt
totalMeanVideoRtt
countVideoRtt
countAudioRtt
totalInboundAudioPacketsLost
totalInboundVideoPacketsLost
totalOutboundAudioPacketsLost
totalOutboundVideoPacketsLost
totalInboundAudioPackets
totalInboundVideoPackets
totalOutboundAudioPackets
totalOutboundVideoPackets
totalMeanInboundVideoThroughput
countInboundVideoThroughput
totalMeanInboundAudioThroughput
countInboundAudioThroughput
totalMeanOutboundAudioThroughput
countOutboundAudioThroughput
totalMeanOutboundVideoThroughput
Many Metrics Measures× × n samples
• Average
• Mean
• Percentile
• Skew
• Kurtosis
• Sample rate
• Number of participants
• Call duration
× m customers
• Customer segments
13. Why do we need ML?
Reducing costs
Image source: http://xingwu.me/2014/12/10/My-AWS-Account-Got-Compromised/
27. Feature selectionCorrelation matrix to determine significance
28
meanAudioRtt meanVideoRtt Local Latitude Local Longitude Server Latitude Server Longitude
meanAudioRtt 100% 42% -24% 59% 0% 0%
meanVideoRtt 42% 100% -15% 29% 0% 0%
Local Latitude -24% -15% 100% -23% 0% 0%
Local Longitude 59% 29% -23% 100% 0% 0%
Server Latitude 0% 0% 0% 0% 100% -100%
Server Longitude 0% 0% 0% 0% -100% 100%
28. Round Trip Time (RTT)
29
Round-trip time is the time it takes for a packet to travel through an IP network,
from a sending endpoint to a receiving endpoint and back, not including the time
to process the packet at its destination. Many factors affect RTT, like propagation
delay, processing delay, queuing delay, and transmission delay.
Sender ReceiverNetwork
𝑡 𝑠𝑡𝑎𝑟𝑡
𝑡 𝑎𝑐𝑘
𝑅𝑇𝑇 = 𝑡 𝑎𝑐𝑘 − 𝑡 𝑠𝑡𝑎𝑟𝑡 − 𝑡 𝑠𝑙𝑟
𝑡 𝑠𝑙𝑟
29. Feature reductionPrincipal Component Analysis
30
http://setosa.io/ev/principal-component-analysis/
• Find feature-combinations that have the most variation
• Creates a new set of dimensions to maximize these variations
• Remove the feature-combinations that don’t show much variation
31. Optimizing the model
32
Overfit model
Fit model
Minimize the number of
variables needed in your
model
Minimize the number of
clusters
Maintain predictiveness on
new datasets
32. Determining the optimal cluster size with
Bayesian Inference Criterion (BIC)
33
Number of Clusters
BICScore
Number of PCA
dimensions
33. Methodology: Iterative in practice
34
Collect
data
Check the
data
Clean the
data
Dimension
reduction
Clustering Labeling
34. Example of a customer handling
Millions of calls a day
3
35. RTT distribution for this
service is
36
Range
Proportion of the
data (%)
Low 0 < RTT < 150 68%
Medium 150 < RTT < 250 19%
Large 250 < RTT < 700 12%
Very large RTT > 700 1%
36. RTT distribution for this
service is
37
Area for
exploration
Range
Proportion of the
data (%)
Low 0 < RTT < 150 68%
Medium 150 < RTT < 250 19%
Large 250 < RTT < 700 12%
Very large RTT > 700 1%
40. Cluster 0: 16% of high RTTs
Network conditions are good
Local users in a specific country
Distance can be the main cause for large
RTTs
41. Cluster 5: 20% of high RTTs
Bad network conditions
Large jitter, Large fraction loss
Users all over the world
Roughly large distance
Network congestion and distance can be
the main cause of large RTTs
42
42. Cluster 3: 50% of high RTTs
Good Network condition
Local users in Asia
Main cause of large RTT can be large
distance
43. Analysis summary
44
32% of calls
have high RTT's
20% due to
congestion
2 geographic
problem
areas
Check server infrastructure & network
Add/move servers