Cloud Integration is and will be (perhaps in perpetuity) a mainstream IT value to business. This slide deck explores a case study in executing two cloud integrations. First one is related to Quote to Cash and the second one related to Return to Credit / RMA.
A cloud integration maturity model is presented based on the CMMI. The deck is supported by a number of discovery templates, playbook and run books. Ping me if you need any of them.
Return material authorization advance replacement programs apr 27, suite wo...Bala Ramachandran
Companies often use advance replacement programs strategically to manage returns. These programs can help increase customer retention, enhance customer loyalty, and establish customer trust. Learn how Tegile Systems uses NetSuite and SuiteScripts to run and manage its advance replacement program effectively and efficiently.
Meet the 14 most popular speakers coming to Insight 2014 BerlinNetApp Insight
This year NetApp Insight is bigger and better than ever. We are bringing over 200 speakers to Las Vegas and Berlin breakout sessions alone. This doesn’t include sponsor or customer speakers, and other expertise-building experiences across the conference. With such an array of thought leadership taking the floor, you will have plenty of learning opportunities to fill your schedule.
Continuous Delivery with Jenkins Enterprise and IBM UrbanCode DeployIBM UrbanCode Products
Jenkins, the world’s leading open source continuous integration server, and IBM UrbanCode Deploy can be used together to automate the end-to-end continuous delivery process.
See how Jenkins passes builds to IBM UrbanCode Deploy to automate the deployment of applications, middleware configurations and database changes into development, test and production environments—delivering higher quality software in a repeatable fashion.
Presented by: Eric Minick, IBM DevOps Evangelist (and UrbanCode guy), and Kohsuke Kawaguchi, CTO of CloudBees.
In this presentation we have gathered the most important technology trends related to infrastructure and operations including end user devices revolution (BYOD, etc.), new HW advances (GPGPU, ARM servers), Open Source, Cyber security and cloud.
Return material authorization advance replacement programs apr 27, suite wo...Bala Ramachandran
Companies often use advance replacement programs strategically to manage returns. These programs can help increase customer retention, enhance customer loyalty, and establish customer trust. Learn how Tegile Systems uses NetSuite and SuiteScripts to run and manage its advance replacement program effectively and efficiently.
Meet the 14 most popular speakers coming to Insight 2014 BerlinNetApp Insight
This year NetApp Insight is bigger and better than ever. We are bringing over 200 speakers to Las Vegas and Berlin breakout sessions alone. This doesn’t include sponsor or customer speakers, and other expertise-building experiences across the conference. With such an array of thought leadership taking the floor, you will have plenty of learning opportunities to fill your schedule.
Continuous Delivery with Jenkins Enterprise and IBM UrbanCode DeployIBM UrbanCode Products
Jenkins, the world’s leading open source continuous integration server, and IBM UrbanCode Deploy can be used together to automate the end-to-end continuous delivery process.
See how Jenkins passes builds to IBM UrbanCode Deploy to automate the deployment of applications, middleware configurations and database changes into development, test and production environments—delivering higher quality software in a repeatable fashion.
Presented by: Eric Minick, IBM DevOps Evangelist (and UrbanCode guy), and Kohsuke Kawaguchi, CTO of CloudBees.
In this presentation we have gathered the most important technology trends related to infrastructure and operations including end user devices revolution (BYOD, etc.), new HW advances (GPGPU, ARM servers), Open Source, Cyber security and cloud.
We are celebrating 5 years of FlexPod with Cisco! See what we have achieved, what is in store the future and more in this graphic.
Learn more about FlexPod:
NetApp - http://www.netapp.com/us/solutions/flexpod/
Cisco - http://www.cisco.com/c/en/us/solutions/data-center-virtualization/flexpod/index.html
Presenter: Pawel Chadzynski, Aras
To deal with growing product complexity and tie requirements through functional, logical and physical product structure (RFLP), organizations are moving to implement Model Based Systems Engineering (MBSE). Learn how to take the "BS" out of MBSE and provide a foundation for tomorrow's product development processes.
What's New in eG Enterprise v6 - Unified performance monitoring, diagnosis, a...eG Innovations
See live the brand-new release of eG Enterprise v6 – the first intelligent performance monitoring solution designed to simplify the management of today’s complex and distributed IT environments.
Find out how eG Enterprise helps you make IT Operations more productive, reduce IT support cost & complexity, and keep your end users happy & productive. During the demonstration, we will show how you can:
- Have a single unified solution that addresses your application monitoring, database monitoring, server monitoring, network monitoring, virtualization monitoring, service monitoring and even mobile device monitoring needs;
- Use intelligent analytics to analyze and correlate performance across the tiers to provide unparalleled speed & ease of proactive alerting, diagnosis & analysis;
- View best-in-class customizable dashboards that integrate performance metrics to provide real-time role-based and domain-based views on user experience, system and service health, resource consumption, capacity and more;
- Report on historical performance and trends and analyze usage patterns to right-size and optimize your IT infrastructure for maximum ROI;
- Address gaps in your current monitoring for Citrix XenApp/XenDesktop, virtual desktop infrastructures (VDI), multi-tier Java applications and heavily virtualized IT environments – in the cloud or on-premise;
Learn about Shifting IT focus from maintenance to innovation, using the IBM PureApplication System and patterns of expertise for consolidation, optimization, innovation and cloud acceleration. For more inofrmation on Pure Systems, visit http://ibm.co/J7Zb1v.
Visit http://bit.ly/KWh5Dx to 'Follow' the official Twitter handle of IBM India Smarter Computing.
<b>Blending Hadoop and MongoDB with Pentaho </b>[11:10 am - 11:30 am]<br />For eCommerce companies, knowing how promoted wish-lists can spark consumer spending is an analytics goldmine. In this lightning talk, Bo Borland will demonstrate how Pentaho analytics can blend click-stream data about promoted wish-lists with sales transaction records using Hadoop, MongoDB and Pentaho to reveal patterns in online shopping behavior. Regardless of your industry or specific use model, come to this session to learn how to blend MongoDB data with any data source for greater business insight. Pentaho offers the first end-to-end analytic solution for MongoDB. From data ingestion to pixel perfect reporting and ad hoc “slice and dice” analysis, the solution meets today’s growing demand for a 360-degree view of your business.
Best Practices for Troubleshooting Four Real-world Java Performance IssueseG Innovations
If you are managing or operating Java-based web applications, you have probably heard your users complain many a time that "the application is slow". After spending hours, you find out that the issue was not your application, but with a third party service that your application relies upon. Web application performance issues can also occur due to code problems, database table locks or slowness on the browser, to name a few reasons.
Learn how to troubleshoot four real-world performance issues with Java-based web applications in minutes.
Delivering Java Applications? Ensure Top Performance Every Time, with Intell...John Williams
From pilot to production, eG Enterprise empowers enterprise organizations to deliver a better user experience and increased ROI by delivering comprehensive, converged performance management of Java application services. With optimized Java platforms delivered through Zing, Azul Systems enables Java-based businesses to focus on functionality and long-term lower operating costs rather than daily firefighting. Together, eG Enterprise and Azul Systems offer a proven Java environment designed to optimize the deployment, management, and scale of Java application services.
View these slides from this webinar where Bala Vaidhinathan, CTO of eG Innovations and Simon Ritter, Deputy CTO of Azul Systems discuss how:
• Java Application Service Management can be simplified and made more cost-effective, while delivering a better user experience
• eG Enterprise enhancements provide insights into Java applications running on the Zing runtime
• eG Enterprise and Azul Zing working together in a production Java installation can reduce costs, optimize deployments and deliver optimum user satisfaction
Meet the Fourteen Most Popular Speakers Coming to Insight 2014NetApp Insight
This year NetApp Insight is bigger and better than ever. We are bringing over 200 speakers to Las Vegas and Berlin breakout sessions alone.
While all of our speakers are amazing, we want to highlight fourteen of the most popular to watch out for.
Get important data insights faster by adding Intel Optane persistent memory t...Principled Technologies
A Dell EMC PowerEdge R740 server powered by Intel Xeon Gold 5215L processors returned query results faster with Intel Optane persistent memory than without it
Businesses of every shape and size are using cloud to gain rapid access to world class IT capabilities (resource pooling, rapid elasticity,measured service, cost predictability, agility, rapid implementation, etc). Integrating a cloud solution with existing systems can be one of the most complex, costly and time-consuming aspects of cloud adoption.
Capella Days 2021 | Where to Start with MBSE when Thousands of System Require...Obeo
The Thales OneSKY Australia Program is delivering a new Australia-wide integrated Civil and Military Air Traffic Management System, known as CMATS. CMATS replaces the current civilian Air Traffic Management (ATM) system and Defence ATM system, delivering the most advanced and integrated ATM system in the world. It will manage more than 11% of the earth’s airspace and will deliver Air Traffic Services to some of the world’s busiest air routes.
Scope: Over the last 4 years of the Design phases of the program, the System-of-Systems Architecture team has defined and deployed a new way of working by focussing on capturing the system-of-systems architecture using state-of-the-art modelling techniques.
A plan was put in place where the team collectively defined a target set of modelling goals in order to grow the team’s competency. Part of this plan was a roadmap for the longer term which focused on extending the current approach to further increase the business value of the architecture modelling activities.
This approach has resulted in a stable working environment that not only allows the management of consistency and complexity, but also enables the team to collaboratively and efficiently work on the architecture definition, which has been critical during the recent working from home period and hectic project phases.
The key Capella solutions that are used within this activity are the Team for Capella solution, application of the Requirements Viewpoint and the Property Value Management Tool.
One of the important aspects of the modelling plan is to ensure information within the model can be used by the wider organisation, this is achieved through a Thales specific documentation generation solution and a bespoke csv export capability that allows to export data from the information captured in the architecture model.
This talk will cover the modelling goals for this activity; where the team is standing today; the best practices and lessons learned.
How to Obtain Peak Performance from Your Virtual EnvironmenteG Innovations
Virtualization introduces new dynamic dependencies – between physical machines and virtual machines (VMs) and between VMs. These dependencies make it quite complicated to monitor and manage virtualized infrastructures to ensure service performance and business continuity. For virtualization initiatives to be successful, it is critical that end-users see the same or better performance from virtual infrastructures as they had experienced with physical infrastructures.
The eG Monitor for Oracle VM correlates performance across the entire infrastructure, including Oracle VM Server for x86, guest VMs, and Oracle Linux. Automatic virtualization-aware root-cause diagnosis enables administrators to rapidly identify bottlenecks and to right-size their infrastructure for peak performance. In this webinar, you will learn how you can attain 360-degree visibility and pre-emptively detect and fix the root-cause of performance bottlenecks.
View this webinar to learn more about :
- Best practices in managing your virtual infrastructure
- Why use eG Monitor for Oracle VM
- Benefits of using Oracle VM for your Virtualization platform
InterConnect 2015 Session 3983 CICS Java Real Life Projects. This session will introduce some Projects IBM did with Customers in the last years. These Patterns are generalized and show how other customers can take advantage of the functionality provided by CICS.
Citrix Cloud Services - Are they right for you ?eG Innovations
Being able to quickly scale up and deploy Citrix quickly to your workforce has never been more important. And Cloud-based service is a strategic direction for Citrix, one that you cannot ignore if you are a Citrix client. So, what are the benefits of Citrix Cloud and what are the caveats?
George Spiers walks us through the pros and cons of migrating to Citrix Cloud.
• The Citrix Cloud architecture
• Architectural considerations when migrating to Citrix Cloud
• How to decide what stays on-prem and what is in the cloud
• Performance monitoring: How far do Citrix Director and Performance Analytics go
We are celebrating 5 years of FlexPod with Cisco! See what we have achieved, what is in store the future and more in this graphic.
Learn more about FlexPod:
NetApp - http://www.netapp.com/us/solutions/flexpod/
Cisco - http://www.cisco.com/c/en/us/solutions/data-center-virtualization/flexpod/index.html
Presenter: Pawel Chadzynski, Aras
To deal with growing product complexity and tie requirements through functional, logical and physical product structure (RFLP), organizations are moving to implement Model Based Systems Engineering (MBSE). Learn how to take the "BS" out of MBSE and provide a foundation for tomorrow's product development processes.
What's New in eG Enterprise v6 - Unified performance monitoring, diagnosis, a...eG Innovations
See live the brand-new release of eG Enterprise v6 – the first intelligent performance monitoring solution designed to simplify the management of today’s complex and distributed IT environments.
Find out how eG Enterprise helps you make IT Operations more productive, reduce IT support cost & complexity, and keep your end users happy & productive. During the demonstration, we will show how you can:
- Have a single unified solution that addresses your application monitoring, database monitoring, server monitoring, network monitoring, virtualization monitoring, service monitoring and even mobile device monitoring needs;
- Use intelligent analytics to analyze and correlate performance across the tiers to provide unparalleled speed & ease of proactive alerting, diagnosis & analysis;
- View best-in-class customizable dashboards that integrate performance metrics to provide real-time role-based and domain-based views on user experience, system and service health, resource consumption, capacity and more;
- Report on historical performance and trends and analyze usage patterns to right-size and optimize your IT infrastructure for maximum ROI;
- Address gaps in your current monitoring for Citrix XenApp/XenDesktop, virtual desktop infrastructures (VDI), multi-tier Java applications and heavily virtualized IT environments – in the cloud or on-premise;
Learn about Shifting IT focus from maintenance to innovation, using the IBM PureApplication System and patterns of expertise for consolidation, optimization, innovation and cloud acceleration. For more inofrmation on Pure Systems, visit http://ibm.co/J7Zb1v.
Visit http://bit.ly/KWh5Dx to 'Follow' the official Twitter handle of IBM India Smarter Computing.
<b>Blending Hadoop and MongoDB with Pentaho </b>[11:10 am - 11:30 am]<br />For eCommerce companies, knowing how promoted wish-lists can spark consumer spending is an analytics goldmine. In this lightning talk, Bo Borland will demonstrate how Pentaho analytics can blend click-stream data about promoted wish-lists with sales transaction records using Hadoop, MongoDB and Pentaho to reveal patterns in online shopping behavior. Regardless of your industry or specific use model, come to this session to learn how to blend MongoDB data with any data source for greater business insight. Pentaho offers the first end-to-end analytic solution for MongoDB. From data ingestion to pixel perfect reporting and ad hoc “slice and dice” analysis, the solution meets today’s growing demand for a 360-degree view of your business.
Best Practices for Troubleshooting Four Real-world Java Performance IssueseG Innovations
If you are managing or operating Java-based web applications, you have probably heard your users complain many a time that "the application is slow". After spending hours, you find out that the issue was not your application, but with a third party service that your application relies upon. Web application performance issues can also occur due to code problems, database table locks or slowness on the browser, to name a few reasons.
Learn how to troubleshoot four real-world performance issues with Java-based web applications in minutes.
Delivering Java Applications? Ensure Top Performance Every Time, with Intell...John Williams
From pilot to production, eG Enterprise empowers enterprise organizations to deliver a better user experience and increased ROI by delivering comprehensive, converged performance management of Java application services. With optimized Java platforms delivered through Zing, Azul Systems enables Java-based businesses to focus on functionality and long-term lower operating costs rather than daily firefighting. Together, eG Enterprise and Azul Systems offer a proven Java environment designed to optimize the deployment, management, and scale of Java application services.
View these slides from this webinar where Bala Vaidhinathan, CTO of eG Innovations and Simon Ritter, Deputy CTO of Azul Systems discuss how:
• Java Application Service Management can be simplified and made more cost-effective, while delivering a better user experience
• eG Enterprise enhancements provide insights into Java applications running on the Zing runtime
• eG Enterprise and Azul Zing working together in a production Java installation can reduce costs, optimize deployments and deliver optimum user satisfaction
Meet the Fourteen Most Popular Speakers Coming to Insight 2014NetApp Insight
This year NetApp Insight is bigger and better than ever. We are bringing over 200 speakers to Las Vegas and Berlin breakout sessions alone.
While all of our speakers are amazing, we want to highlight fourteen of the most popular to watch out for.
Get important data insights faster by adding Intel Optane persistent memory t...Principled Technologies
A Dell EMC PowerEdge R740 server powered by Intel Xeon Gold 5215L processors returned query results faster with Intel Optane persistent memory than without it
Businesses of every shape and size are using cloud to gain rapid access to world class IT capabilities (resource pooling, rapid elasticity,measured service, cost predictability, agility, rapid implementation, etc). Integrating a cloud solution with existing systems can be one of the most complex, costly and time-consuming aspects of cloud adoption.
Capella Days 2021 | Where to Start with MBSE when Thousands of System Require...Obeo
The Thales OneSKY Australia Program is delivering a new Australia-wide integrated Civil and Military Air Traffic Management System, known as CMATS. CMATS replaces the current civilian Air Traffic Management (ATM) system and Defence ATM system, delivering the most advanced and integrated ATM system in the world. It will manage more than 11% of the earth’s airspace and will deliver Air Traffic Services to some of the world’s busiest air routes.
Scope: Over the last 4 years of the Design phases of the program, the System-of-Systems Architecture team has defined and deployed a new way of working by focussing on capturing the system-of-systems architecture using state-of-the-art modelling techniques.
A plan was put in place where the team collectively defined a target set of modelling goals in order to grow the team’s competency. Part of this plan was a roadmap for the longer term which focused on extending the current approach to further increase the business value of the architecture modelling activities.
This approach has resulted in a stable working environment that not only allows the management of consistency and complexity, but also enables the team to collaboratively and efficiently work on the architecture definition, which has been critical during the recent working from home period and hectic project phases.
The key Capella solutions that are used within this activity are the Team for Capella solution, application of the Requirements Viewpoint and the Property Value Management Tool.
One of the important aspects of the modelling plan is to ensure information within the model can be used by the wider organisation, this is achieved through a Thales specific documentation generation solution and a bespoke csv export capability that allows to export data from the information captured in the architecture model.
This talk will cover the modelling goals for this activity; where the team is standing today; the best practices and lessons learned.
How to Obtain Peak Performance from Your Virtual EnvironmenteG Innovations
Virtualization introduces new dynamic dependencies – between physical machines and virtual machines (VMs) and between VMs. These dependencies make it quite complicated to monitor and manage virtualized infrastructures to ensure service performance and business continuity. For virtualization initiatives to be successful, it is critical that end-users see the same or better performance from virtual infrastructures as they had experienced with physical infrastructures.
The eG Monitor for Oracle VM correlates performance across the entire infrastructure, including Oracle VM Server for x86, guest VMs, and Oracle Linux. Automatic virtualization-aware root-cause diagnosis enables administrators to rapidly identify bottlenecks and to right-size their infrastructure for peak performance. In this webinar, you will learn how you can attain 360-degree visibility and pre-emptively detect and fix the root-cause of performance bottlenecks.
View this webinar to learn more about :
- Best practices in managing your virtual infrastructure
- Why use eG Monitor for Oracle VM
- Benefits of using Oracle VM for your Virtualization platform
InterConnect 2015 Session 3983 CICS Java Real Life Projects. This session will introduce some Projects IBM did with Customers in the last years. These Patterns are generalized and show how other customers can take advantage of the functionality provided by CICS.
Citrix Cloud Services - Are they right for you ?eG Innovations
Being able to quickly scale up and deploy Citrix quickly to your workforce has never been more important. And Cloud-based service is a strategic direction for Citrix, one that you cannot ignore if you are a Citrix client. So, what are the benefits of Citrix Cloud and what are the caveats?
George Spiers walks us through the pros and cons of migrating to Citrix Cloud.
• The Citrix Cloud architecture
• Architectural considerations when migrating to Citrix Cloud
• How to decide what stays on-prem and what is in the cloud
• Performance monitoring: How far do Citrix Director and Performance Analytics go
How iPaaS Overcomes the Challenges of Cloud IntegrationFlowgear
As enterprise IT infrastructure continues to move to the cloud, the need to safely and reliably integrate a wide range of on-premises and cloud systems becomes increasingly critical. However, traditional integration tools are inadequate for handling the complex integration challenges enterprise IT managers face when trying to manage cloud/ground data flow and link cloud-based services with on-premises legacy systems.
Discover how integration-platform-as-a-service (iPaaS) technology offers the most flexible, secure, and reliable way to easily integrate crucial on-premises systems with newer, cloud-based applications and services.
Dell Boomi AtomSphere - A presentation by RapidValue SolutionsRapidValue
Dell Boomi is an Integration Platform as a Service (iPaaS) and multi-tenant platform that supports cloud-to-cloud, SaaS-to-SaaS, cloud-to-on-premises, on-premises-to-on-premises and B2B integration. It saves the customer’s time and reduces errors compared to what occurs in manually mapping integration. Boomi AtomSphere allows you to connect any combination of Cloud, SaaS, or on-premises applications with no appliances or software or coding. The Dell Boomi AtomSphere approach to integration is configuration based rather than code based. As you continue to build and modify your integration processes, they are stored in the platform's multi-tenant repository as XML.
The integration process is divided into three sections:
1. Build
2. Deploy
3. Manage
This presentation explains how to implement integration process in build phase.
MT58 High performance graphics for VDI: A technical discussionDell EMC World
Hyper-converged infrastructure appliances can enable high end virtualized graphics for all of your users. With proper planning and configuring, the VxRail and Virtual SAN Ready Nodes with Horizon and GPU technology from NVIDIA provide enhanced user experiences. Even the most demanding CAD/CAM “power users” can realize multiple benefits from a virtualized desktop experience. Wyse endpoints complete the end-to-end environment with improved security and rich, rewarding user experiences. Learn best practices, planning, configuration and deployment recommendations to avoid implementation trials and tribulations in this technical session.
Dell Boomi AtomSphere - iPaaS Document by RapidValue SolutionsRapidValue
Dell Boomi is an Integration Platform as a Service (iPaaS) and multi-tenant platform that supports cloud-to-cloud, SaaS-to-SaaS, cloud-to-on-premises, on-premises-to-on-premises and B2B integration. It saves the customer’s time and reduces errors compared to what occurs in manually mapping integration. Boomi AtomSphere allows you to connect any combination of Cloud, SaaS, or on-premises applications with no appliances or software or coding. The Dell Boomi AtomSphere approach to integration is configuration based rather than code based. As you continue to build and modify your integration processes, they are stored in the platform's multi-tenant repository as XML.
The integration process is divided into three sections:
1. Build
2. Deploy
3. Manage
This document explains the three stages in the integration process.
Webinar: iPaaS in the Enterprise - What to Look for in a Cloud Integration Pl...SnapLogic
In this webinar, we talk about important features when it comes to evaluating an integration platform as a service (iPaaS) solution, including ease of use, flexibility, functionality and cloud-based architecture. Joining us in this webinar was Bryant Pham of SnapLogic customer Xactly.
With Bryant, we also discussed Xactly’s evaluation process in finding a solution to connect applications in real time to create a single, comprehensive system of systems to run an expanding business, and initial results the Xactly team is seeing with the use of SnapLogic, including automation and cloud analytics.
To learn more, visit: www.snaplogic.com/ipaas
"You don't need a bigger boat": serverless MLOps for reasonable companiesData Science Milan
It is indeed a wonderful time to build machine learning systems, as the growing ecosystems of tools and shared best practices make even small teams incredibly productive at scale. In this talk, we present our philosophy for modern, no-nonsense data pipelines, highlighting the advantages of a (almost) pure serverless and open-source approach, and showing how the entire toolchain works - from raw data to model serving - on a real-world dataset.
Finally, we argue that the crucial component for analyzing data pipelines is not the model per se, but the surrounding DAG, and present our proposal for producing automated "DAG cards" from Metaflow classes.
Bio:
Jacopo Tagliabue was co-founder and CTO of Tooso, an A.I. company in San Francisco acquired by Coveo in 2019. Jacopo is currently the Lead A.I. Scientist at Coveo. When not busy building A.I. products, he is exploring research topics at the intersection of language, reasoning and learning, with several publications at major conferences (e.g. WWW, SIGIR, RecSys, NAACL). In previous lives, he managed to get a Ph.D., do scienc-y things for a pro basketball team, and simulate a pre-Columbian civilization.
Topics: MLOps, Metaflow, model cards.
The Future of Infrastructure: Key Trends to considerCapgemini
Gunnar Menzel Vice President, Chief Architect - Capgemini
Which technologies have made the biggest impact, and which ones will impact us greatest in the future? Will technology advances slow down, stay the same, or speed-up? Which trends and technologies should I consider? The Digital Agenda; shifting business models; and the need for speed at lower cost are impacting, shaping and forming new technologies – creating new opportunities at an ever-increasing pace. Gunnar will outline the various infrastructure-related trends and technologies that are currently key, in addition to those that will prove to be significant going forward.
Theresa Melvin, HP Enterprise - IOT/AI/ML at Hyperscale - how to go faster wi...Aerospike
How can systems such as #ai #ml #iot, relying on vast volumes of data in real-time, scale economically and ensure they stay afloat? I think I may have a viable proposal for this…
I would like to share some important and exciting analysis regarding AI/ML/IOT data interaction and responsiveness/throughput for such applications at HYPERSCALE. It’s very compelling and a must watch video. HP Enterprise (via Theresa Melvin, AI-driven Big Data Solutions Architect who runs the open-source solutions R&D lab) has spent the last 20 months evaluating different database engines for use with AI/IOT use cases at Hyperscale - read more about her incredible findings and watch her short video here - https://ptdrv.linkedin.com/qhw1boz
"In order to meet the requirements, I have to be able to persist millions of events per second, that’s millions of IO’s per second. The only solution that can get close with today’s technology hardware and software is Aerospike running on Intel pmem (persistent memory) DIMMs, and that is about 280,000 sustained read and write operations per second – which is about 2,000 percent more than anything else out there” - Theresa Melvin, HP Enterprise.
These are the slides from the webinar broadcast on April 1st 2020, presented by Philipp Drieger. Content covers:
- Introduction to AI and ML Features in Splunk
- Customer Use Case Examples
- Live Demo of Machine Learning Toolkit, with examples for:
Methods for Anomaly Detection, Predictive Analytics and Forecasting, and Clustering
- Custom Machine Learning, incl.: Advanced Containerization and Expansion with MLSPL API
Sviluppo IoT - Un approccio standard da Nerd ad Impresa, prove pratiche di Me...Codemotion
Codemotion Rome 2015 - Gli anni passati a veder nascere e crescere tecnologie e tendenze ci aiutano a comprendere come l'Internet delle Cose sia diventata matura per il mercato delle imprese. L’intervento, che include una panoramica sulle tendenze attuali e future dell’IoT, è centrato sullo sviluppo di soluzioni basate su standard industriali in ascesa (eg. Z-Wave), mettendo in evidenza gli inevitabili vantaggi e limiti derivanti dall’adozione di una metodologia industriale: solo un approccio industriale può rappresentare il vero e proprio salto di qualità per proporre prodotti efficaci per un mercato a doppia cifra.
A Data Integration Case Study - Avoid Creating a “Franken-Beast”DATAVERSITY
Why should people store many kinds of data in one place? Why not put the many kinds in many places? Everyone who works with data and databases today acknowledges that we are all dealing with many different forms of data, requiring new tools and management approaches. This trend has been termed “Polyglot Persistence” by Martin Fowler, in his now-famous 2011 blog post. Enterprise data and even single-system data today often span all of the following: structured data sources, binaries, text data, and semantic RDF triples.
Yet the implementation of systems that manage poly-structured data is still dangerously complex and risky. In this webinar, Dr. Damon Feldman from MarkLogic will recount a true story of complex data integration gone wrong. Dr. Feldman will review the approaches and pitfalls associated with this issue, one he’s dubbed “Avoiding the Franken-Beast.” You’ll hear about a real-world project that grew too complex, and you’ll learn how to avoid this same situation of creating your own data “Franken-Beast.”
The slideshow I had developed for Same (Supernodal Asset Management Environment), part of the University of Toledo Engineering Design Expo, and my senior capstone project.
To be able to use analytics effectively and thus leverage the data treasures in the company, you need a modern and scalable data platform that can react flexibly to events and was designed with a DataOps mindset from the very beginning.
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.