Dan Debrunner and Susan Cline are developers for IBM Streams. In their presentation, they will discuss Apache Edgent, IBM Watson IoT Platform and IBM Streams.
Samantha Chan is a community architect for IBM Streams. In her presentation, Samantha covers the new and updated toolkits available in Streams GitHub projects, as well as the enhancements to toolkits that ship with IBM Streams V4.2.
Non-Blocking Checkpointing for Consistent Regions in IBM Streams V4.2.lisanl
Fang Zheng is a developer with IBM Streams. In his presentation, Fang describes the enhancements related to consistent regions that are available in IBM Streams V4.2.
Streaming Analytics for Bluemix Enhancementslisanl
Mike Branson is the Cloud architect working for IBM Streams. In his presentation, Mike provides an overview of Streaming Analytics for Bluemix, as well as describes the recent enhancements that are available.
IBM ODM Rules Compiler support in IBM Streams V4.2.lisanl
Chris Recoskie and Ankit Pasricha are developers with IBM Streams. In their presentation, they will discuss the enhancements made to IBM ODM Rules support that is available in IBM Streams V4.2.
IBM Streams V4.2 Submission Time Fusion and Configurationlisanl
Brad Fawcett, Queenie Ma, and Mary Komor are developers with IBM Streams. In their presentation, they cover the new Submission Time Fusion and Configuration support available in IBM Streams V4.2.
Geospatial Toolkit Enhancements for IBM InfoSphere Streams V4.0lisanl
Samantha Chan in the lead of the Streams Toolkit team. Samantha's presentation will describe the enhancements made to the Geospatial Toolkit that ships with the IBM InfoSphere Streams V4.0 product.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
Dan Debrunner and Susan Cline are developers for IBM Streams. In their presentation, they will discuss Apache Edgent, IBM Watson IoT Platform and IBM Streams.
Samantha Chan is a community architect for IBM Streams. In her presentation, Samantha covers the new and updated toolkits available in Streams GitHub projects, as well as the enhancements to toolkits that ship with IBM Streams V4.2.
Non-Blocking Checkpointing for Consistent Regions in IBM Streams V4.2.lisanl
Fang Zheng is a developer with IBM Streams. In his presentation, Fang describes the enhancements related to consistent regions that are available in IBM Streams V4.2.
Streaming Analytics for Bluemix Enhancementslisanl
Mike Branson is the Cloud architect working for IBM Streams. In his presentation, Mike provides an overview of Streaming Analytics for Bluemix, as well as describes the recent enhancements that are available.
IBM ODM Rules Compiler support in IBM Streams V4.2.lisanl
Chris Recoskie and Ankit Pasricha are developers with IBM Streams. In their presentation, they will discuss the enhancements made to IBM ODM Rules support that is available in IBM Streams V4.2.
IBM Streams V4.2 Submission Time Fusion and Configurationlisanl
Brad Fawcett, Queenie Ma, and Mary Komor are developers with IBM Streams. In their presentation, they cover the new Submission Time Fusion and Configuration support available in IBM Streams V4.2.
Geospatial Toolkit Enhancements for IBM InfoSphere Streams V4.0lisanl
Samantha Chan in the lead of the Streams Toolkit team. Samantha's presentation will describe the enhancements made to the Geospatial Toolkit that ships with the IBM InfoSphere Streams V4.0 product.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
Samantha Chan is a community architect working in IBM Streams. In her presentation, Samantha covers a few of the getting started resources available to new users of IBM Streams V4.2.
Security Authentication and Authorization Service (AAS) for IBM InfoSphere St...lisanl
Steve Dickes works as a software developer on the Streams platform development team. Steve's presentation will cover the new security Authentication and Authorization Service (AAS) functions available in IBM InfoSphere Streams V4.0.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
2397 The MQ Appliance as a messaging in a box and MQ MFT hub solutionSandeep Chellingi
MQ Appliance is ready to help you Upgrade & Consolidate all your Distributed MQ footprint to a pair of HA MQ Appliances. Also come listen to how the MQ Appliance makes a perfect MQ/MFT Hub and how it can help you with a "Metadata Driven Framework" around the implementation of MQ/MFT
An Overview of IBM Streaming Analytics for Bluemixlisanl
Mike Branson is the Cloud Architect for the IBM Streams team. In his presentation, Mike will review the capabilities of IBM Streaming Analytics for Bluemix.
Presentation at Impact 2012 Mumbai:
This IBM PureSystems presentation was presented by Amol B Mahamuni, Program Director ISL, IBM PureApplication System Product Management
Consistent Regions in Specialized Toolkits for IBM InfoSphere Streams V4.0lisanl
Samantha Chan in the lead of the Streams Toolkit team. Samantha's presentation will describe the Toolkit support available in the IBM InfoSphere Streams V4.0 product for consistent regions.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
IBM Streams V4.1 and Incremental Checkpointinglisanl
Fang Zheng is a member of the IBM Streams development team. In his presentation, Fang provides an introduction to the incremental checkpointing feature that is available in IBM Streams V4.1, including how it works and how to use it.
IBM PureApplication System - Application platform system with integrated expertise. It consolidates workloads, simplifies infrastructure and delivers services rapidly using built-in expertise.
Best Practices for Monitoring Your Cloud Environment and ApplicationsProlifics
Abstract: You have completed the heavy lifting of migrating applications to the cloud. But you are not done yet. What is your monitoring strategy for the cloud? What are the best practices to monitor the cloud infrastructure, deployed applications and end user experience? In this session, we will be answering these questions and explore the various IBM APM and Analytics offerings that will help you in your decision making process. Having a comprehensive monitoring strategy is critical as most customers use a combination of public and private cloud environments and being able to monitor these using a fully integrated and customizable solution is essential to the health, availability and performance of the cloud deployed applications and services.
IBM Streams V4.1 Integration with IBM Platform Symphonylisanl
Steve Halverson is a developer with the IBM Streams platform team. In this presentation, Steve covers the details of how IBM Streams V4.1 integrates with IBM Platform Symphony.
Please view the related presentation available at:
http://www.slideshare.net/lisanl/introduction-to-ibm-platform-symphony-integration-with-ibm-streams-v41
F5 Networks announced a free trial version of its new virtual appliance, the BIG-IP Local Traffic Manager (LTM) Virtual Edition (VE). The combination of virtual and physical Application Delivery Controllers (ADCs) is a major milestone in delivering on F5’s vision for dynamic IT infrastructure.
Automate and customise application services and deploymentChristina Hoh
•Programmability in the network enables you to act and react, on demand, to operational and business events.
•Automation of application deployment, device deployment, application reconfiguration, and support initiation can pay dividends immediately.
•The ability to customise application services results in faster time to market, more innovation, and increased application ROI.
For webinar-on-demand, please click: https://f5networks.webex.com/f5networks/lsr.php?RCID=247e21a15d3cea2fe1882ba466588586
In today's businesses, an application going down can mean millions of dollars in lost revenue. Learn how to optimize the performance of your enterprise applications powered by MongoDB with IBM Application Performance Management (APM). IBM APM will give you full visibility into your application stack and infrastructure, track every transaction going through it, and help you diagnose problems in mere minutes. With built-in analytics to predict outages before they occur and integration directly into MMS, IBM APM is a must-have solution to keep your business-critical applications up and your revenue flowing.
Transforming your Business with Scale-Out Flash: How MongoDB & Flash Accelera...MongoDB
<b>Transforming your Business with Scale-Out Flash: How MongoDB & Flash Accelerate Application Performance </b>[1:40 pm - 2:00 pm]<br />MongoDB lets you build next-generation applications that require new levels of performance and latency. Flash has become a critical component to meeting these needs and this session will focus on how to best leverage Flash in a MongoDB deployment, covering key best practices and approaches. Armed with these best practices, as your environment scales, the on-going management of Flash within a traditional DAS architecture may still introduce some fundamental challenges. In addition, we will introduce EMC’s XtremIO platform which fully automates and offloads this overhead, allowing MongoDB administrators and architects to focus on driving new capabilities into their applications, all while scaling infinitely. In addition, key features like data-reduction, agile copy services, and free encryption extend the value of Flash well beyond what can be done with traditional DAS architectures.
IBM Streams V4.1 REST API Support for Cross-Origin Resource Sharing (CORS)lisanl
Janet Weber is a member of the IBM Streams development team. In her presentation, Janet provides an overview of Cross-Origin Resource Sharing (CORS) and then describes how to make cross-origin requests to the IBM Streams V4.1 REST API.
IBM Streams V4.1 and JAAS Login Module Supportlisanl
Yip-Hing Ng is a senior software engineer with the IBM Streams development team. In this presentation, Yip covers the topics of IBM Streams V4.1 security enhancement overview, implementing a custom JAAS login module, and login module deployment and configuration.
HIA 1015 Speed the Development of Robust Integrations with IBM Integration Bu...Karen Broughton-Mabbitt
Presented at InterConnect 2016 by Carsten Bornert and Emanuel Stanciu.
IBM Integration Bus (IIB) is IBM's strategic software integration product. Rational Integration Tester provides powerful capabilities to discover, simulate and test the solutions built on IBM Integration Bus. This session will demonstrate how integrations can be built on IBM Integration Bus and benefit from the simulation and discovery capabilities of Rational Integration Tester to accelerate and harden the integration.
Samantha Chan is a community architect working in IBM Streams. In her presentation, Samantha covers a few of the getting started resources available to new users of IBM Streams V4.2.
Security Authentication and Authorization Service (AAS) for IBM InfoSphere St...lisanl
Steve Dickes works as a software developer on the Streams platform development team. Steve's presentation will cover the new security Authentication and Authorization Service (AAS) functions available in IBM InfoSphere Streams V4.0.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
2397 The MQ Appliance as a messaging in a box and MQ MFT hub solutionSandeep Chellingi
MQ Appliance is ready to help you Upgrade & Consolidate all your Distributed MQ footprint to a pair of HA MQ Appliances. Also come listen to how the MQ Appliance makes a perfect MQ/MFT Hub and how it can help you with a "Metadata Driven Framework" around the implementation of MQ/MFT
An Overview of IBM Streaming Analytics for Bluemixlisanl
Mike Branson is the Cloud Architect for the IBM Streams team. In his presentation, Mike will review the capabilities of IBM Streaming Analytics for Bluemix.
Presentation at Impact 2012 Mumbai:
This IBM PureSystems presentation was presented by Amol B Mahamuni, Program Director ISL, IBM PureApplication System Product Management
Consistent Regions in Specialized Toolkits for IBM InfoSphere Streams V4.0lisanl
Samantha Chan in the lead of the Streams Toolkit team. Samantha's presentation will describe the Toolkit support available in the IBM InfoSphere Streams V4.0 product for consistent regions.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
IBM Streams V4.1 and Incremental Checkpointinglisanl
Fang Zheng is a member of the IBM Streams development team. In his presentation, Fang provides an introduction to the incremental checkpointing feature that is available in IBM Streams V4.1, including how it works and how to use it.
IBM PureApplication System - Application platform system with integrated expertise. It consolidates workloads, simplifies infrastructure and delivers services rapidly using built-in expertise.
Best Practices for Monitoring Your Cloud Environment and ApplicationsProlifics
Abstract: You have completed the heavy lifting of migrating applications to the cloud. But you are not done yet. What is your monitoring strategy for the cloud? What are the best practices to monitor the cloud infrastructure, deployed applications and end user experience? In this session, we will be answering these questions and explore the various IBM APM and Analytics offerings that will help you in your decision making process. Having a comprehensive monitoring strategy is critical as most customers use a combination of public and private cloud environments and being able to monitor these using a fully integrated and customizable solution is essential to the health, availability and performance of the cloud deployed applications and services.
IBM Streams V4.1 Integration with IBM Platform Symphonylisanl
Steve Halverson is a developer with the IBM Streams platform team. In this presentation, Steve covers the details of how IBM Streams V4.1 integrates with IBM Platform Symphony.
Please view the related presentation available at:
http://www.slideshare.net/lisanl/introduction-to-ibm-platform-symphony-integration-with-ibm-streams-v41
F5 Networks announced a free trial version of its new virtual appliance, the BIG-IP Local Traffic Manager (LTM) Virtual Edition (VE). The combination of virtual and physical Application Delivery Controllers (ADCs) is a major milestone in delivering on F5’s vision for dynamic IT infrastructure.
Automate and customise application services and deploymentChristina Hoh
•Programmability in the network enables you to act and react, on demand, to operational and business events.
•Automation of application deployment, device deployment, application reconfiguration, and support initiation can pay dividends immediately.
•The ability to customise application services results in faster time to market, more innovation, and increased application ROI.
For webinar-on-demand, please click: https://f5networks.webex.com/f5networks/lsr.php?RCID=247e21a15d3cea2fe1882ba466588586
In today's businesses, an application going down can mean millions of dollars in lost revenue. Learn how to optimize the performance of your enterprise applications powered by MongoDB with IBM Application Performance Management (APM). IBM APM will give you full visibility into your application stack and infrastructure, track every transaction going through it, and help you diagnose problems in mere minutes. With built-in analytics to predict outages before they occur and integration directly into MMS, IBM APM is a must-have solution to keep your business-critical applications up and your revenue flowing.
Transforming your Business with Scale-Out Flash: How MongoDB & Flash Accelera...MongoDB
<b>Transforming your Business with Scale-Out Flash: How MongoDB & Flash Accelerate Application Performance </b>[1:40 pm - 2:00 pm]<br />MongoDB lets you build next-generation applications that require new levels of performance and latency. Flash has become a critical component to meeting these needs and this session will focus on how to best leverage Flash in a MongoDB deployment, covering key best practices and approaches. Armed with these best practices, as your environment scales, the on-going management of Flash within a traditional DAS architecture may still introduce some fundamental challenges. In addition, we will introduce EMC’s XtremIO platform which fully automates and offloads this overhead, allowing MongoDB administrators and architects to focus on driving new capabilities into their applications, all while scaling infinitely. In addition, key features like data-reduction, agile copy services, and free encryption extend the value of Flash well beyond what can be done with traditional DAS architectures.
IBM Streams V4.1 REST API Support for Cross-Origin Resource Sharing (CORS)lisanl
Janet Weber is a member of the IBM Streams development team. In her presentation, Janet provides an overview of Cross-Origin Resource Sharing (CORS) and then describes how to make cross-origin requests to the IBM Streams V4.1 REST API.
IBM Streams V4.1 and JAAS Login Module Supportlisanl
Yip-Hing Ng is a senior software engineer with the IBM Streams development team. In this presentation, Yip covers the topics of IBM Streams V4.1 security enhancement overview, implementing a custom JAAS login module, and login module deployment and configuration.
HIA 1015 Speed the Development of Robust Integrations with IBM Integration Bu...Karen Broughton-Mabbitt
Presented at InterConnect 2016 by Carsten Bornert and Emanuel Stanciu.
IBM Integration Bus (IIB) is IBM's strategic software integration product. Rational Integration Tester provides powerful capabilities to discover, simulate and test the solutions built on IBM Integration Bus. This session will demonstrate how integrations can be built on IBM Integration Bus and benefit from the simulation and discovery capabilities of Rational Integration Tester to accelerate and harden the integration.
CICS TS V4 and V5 recap, and the new V5.3 open betaMark Cocker
CICS TS V5.3 open beta provides new DevOps features to make it quicker and easier to deploy your applications, includes the latest Liberty profile and Java features including better interoperability with COBOL and other languages, runs web services faster than ever, has stronger security options, and custom perspectives in CICS Explorer.
InterConnect 2017 HBP-2884-IBM BPM upgrade and migration made easyBrian Petrini
Upgrading to the latest version of IBM BPM has never been easier. Ever since the release of IBM BPM 8500 in 2013, customers has been able to move to the latest release with an in-place upgrade without the need for data migration. This session will discuss the top practices in planning a painless upgrade to the latest BPM continuous release version?whether you are running BPM 85x or an older version. We will also discuss the options available if you want to move your BPM program to the cloud. In addition, we will also discuss ways to design your applications to ensure an easy upgrade every time.
Elevate Your Continuous Delivery Strategy Above the Rolling Clouds (Interconn...Michael Elder
This presentation describes how we see client architectures evolving from traditional IT, to cloud-enabled, to cloud native, with bridges in between. It explains how IBM UrbanCode Deploy enables clients to capture full-stack blueprints for their workloads in a way that is cloud-portable. It will highlight new capabilities in VMWare vCenter, IBM SoftLayer, Amazon Web Services and Microsoft Azure. Attendees will also see a live demonstration of end-to-end deployment during the talk.
Pivotal Cloud Foundry 2.4: A First LookVMware Tanzu
Join Dan Baskette and Jared Ruckle for a view into Pivotal Cloud Foundry (PCF) 2.4 capabilities with demos and expert Q&A. We’ll review the latest features for Pivotal’s flagship app platform, including the following:
- Native zero downtime push and native zero downtime restarts
- Dynamic egress policies
- Operations Manager updates
- Zero downtime stack updates to cflinuxfs3
- Zero downtime OS updates
- New pathways protected by TLS
- New scanning tools to assist with compliance
Plus much more!
Presenters : Dan Baskette, Director, Technical Marketing, Jared Ruckle, Principal Product Marketing Manager
Eseguire Applicazioni Cloud-Native con Pivotal Cloud Foundry su Google Cloud ...VMware Tanzu
Eseguire Applicazioni Cloud-Native con Pivotal Cloud Foundry su Google Cloud Platform (Pivotal Cloud-Native Workshop: Milan)
Fabio Marinelli
7 February 2018
IoT Physical Servers and Cloud Offerings.pdfGVNSK Sravya
Introduction to Cloud Storage models
• Communication APIs
• Webserver-Web server for IoT
• Cloud for IoT
• Python web application framework
• Designing a RESTful web API.
Cloud Native Patterns with Bluemix Developer ConsoleMatthew Perrins
This presentation talks about Cloud Native Application patterns Mobile, Web, BFF (Backend for Frontend) and Microservices. It will walk through the patterns and show how they can be used to deliver public cloud solutions with IBM Cloud, using Bluemix Developer Console
This presentation provides an overview of the new capabilities in IBM Streams V4.3. Topics include dynamic and elastic scaling, programming model, Streams runner for Apache Beam, operations and system management, and toolkit enhancements.
SPL Event-Time Processing in IBM Streams V4.3lisanl
This presentation reviews the new SPL event-time processing capability that is available in IBM Streams V4.3. Topics include the use case, watermarks, language definitions, TimeInterval window, and more!
This presentation reviews the optional data type feature that is now available in IBM Streams V4.3. Topics include the new SPL type, new literal type, changes in product toolkits, and much more!
Dynamic and Elastic Scaling in IBM Streams V4.3lisanl
This presentation reviews the new dynamic and elastic scaling capabilities added in IBM Streams V4.3. Topics include serverless workloads, job resource allocation mode, job scoped resources mode, improved scheduling, and more!
Mary Komor is the team leader of the IBM Streams Studio development team. In her presentation, Mary provides details on the Streams V4.1 integration with the IBM Governance Catalog (IGC).
Github Projects Overview and IBM Streams V4.1lisanl
Samantha Chan is the architect of the IBM Streams community. In her presentation, Samantha describes the Streams content available on GitHub, as well as how to get started with the key new features in IBM Streams V4.1.
Ankit Pasricha is the team lead of the IBM Streams Toolkit development team. In his presentation, Ankit provides an overview of all the Streams Toolkit updates available in the IBM Streams V4.1 product, as well as the updates made to the open source Toolkits on GitHub.
IBM Streams V4.1 and User Authentication with Client Certificateslisanl
Scott Timmerman is a member of the IBM Streams development team. In his presentation, Scott provides an introduction to user authentication with client certificates, discusses public key infrastructure terms and concepts, and demonstrates how to configure Streams to authenticate using client certificates.
Introduction to IBM Platform Symphony Integration with IBM Streams V4.1lisanl
Roger Rea is the senior offering manager for IBM Streams. In this presentation, Roger discusses the key features of IBM Platform Symphony as it relates to integration with IBM Streams V4.1.
Mike Spicer is the lead architect for the IBM Streams team. In his presentation, Mike provides an overview of the many key new features available in IBM Streams V4.1. Simpler development, simpler management, and Spark integration are a few of the capabilities included in IBM Streams V4.1.
What's New in the Streams Console in IBM Streams V4.1lisanl
Adriana Carvajal is a developer in the IBM Streams Console development team. In her presentation, Adriana describes the new Consoles added in IBM Streams V4.1, as well as enhancements to the existing Streams Console.
Expanding beyond SPL -- More language support in IBM Streams V4.1lisanl
Dan Debrunner is an architect in the IBM Streams development team. In his presentation, Dan introduces the new language support available in IBM Streams V4.1, including how to build streaming applications for IBM Streams with Java.
Introduction to the Spark MLLib Toolkit in IBM Streams V4.1lisanl
Ankit Pasricha is the team lead of the IBM Streams Toolkit development team. In his presentation, Ankit will introduce the new Spark MLLib Toolkit that is available in IBM Streams V4.1. This toolkit combines the power of Spark MLLib and the real-time streaming capabilities of Streams.
ZooKeeper and Embedded ZooKeeper Support for IBM InfoSphere Streams V4.0lisanl
Yip-Hing Ng works as a senior software engineer on the Streams Platform development team. Yip's presentation describes how to setup and configure ZooKeeper for IBM InfoSphere Streams V4.0.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
What's New in the Timeseries Toolkit for IBM InfoSphere Streams V4.0lisanl
James Cancilla is a developer working on the Streams Toolkit development team. James' presentation describes new Timeseries Toolkit features available in IBM InfoSphere Streams V4.0.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
Streams Studio Support for IBM InfoSphere Streams V4.0lisanl
Rick Sawyer is a software developer on the Streams Studio development team.
IBM InfoSphere Streams Studio V4.0 has been updated to include support for the new Streams platform architecture. Rick's presentation will include an overview of the enhanced Streams Studio for the new Streams platform, along with a demo of these new capabilities.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
Streams GitHub Products Overview for IBM InfoSphere Streams V4.0lisanl
Samantha Chan in the lead of the Streams Toolkit team. Samantha's presentation will cover the toolkits that are part of the InfoSphere Streams Open Source Project on GitHub at: https://github.com/IBMStreams. It will also cover how users can participate and contribute to these open source projects.
View related presentations and recordings from the Streams V4.0 Developers Conference at:
https://developer.ibm.com/answers/questions/183353/ibm-infosphere-streams-40-developers-conference-on.html?smartspace=streamsdev
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
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.
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.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/