The document discusses HP's products and solutions for high performance computing (HPC) and big data, including:
1) The new HP ProLiant SL270s Gen8 server for HPC, which provides improved performance with integrated accelerators like Intel Xeon Phi coprocessors and Nvidia Kepler GPUs.
2) An HP/Intel Xeon Phi Gen 8 starter kit for development environments.
3) Engineering cloud transformation services to help transition manufacturing to private clouds.
4) The new HP ProLiant SL4500 server, the first purpose-built for big data applications.
5) HP Moonshot, a software-defined server platform designed for improved efficiency and scale.
Big Data Expo 2015 - Hortonworks Common Hadoop Use CasesBigDataExpo
When evaluating Apache Hadoop organizations often identifiy dozens of use cases for Hadoop but wonder where do you start? With hundreds of customer implementations of the platform we have seen that successful organizations start small in scale and small in scope. Join us in this session as we review common deployment patterns and successful implementations that will help guide you on your journey of cost optimization and new analytics with Hadoop.
Global Financial Leader Consolidates Mainframe Storage and Reduces Costs with...Hitachi Vantara
Companies with mainframes and mainframe storage face the same complex issues and desires as other businesses. They need to lower costs, reduce their storage footprint, boost performance and increase scalability, all with flat or declining budgets. And even as they make these improvements, companies also want to reduce operations costs and be freed from the overhead of continually tuning their environments for peak performance. They want and expect
data to be moved to the appropriate tier and both capacity and performance to be optimized automatically.
HPC DAY 2017 | Accelerating tomorrow's HPC and AI workflows with Intel Archit...HPC DAY
HPC DAY 2017 - http://www.hpcday.eu/
Accelerating tomorrow's HPC and AI workflows with Intel Architecture
Atanas Atanasov | HPC solution architect, EMEA region at Intel
Designing Data Pipelines for Automous and Trusted AnalyticsDataWorks Summit
This document discusses designing data pipelines for autonomous analytics. It notes that up to 80% of analyst time is spent on data preparation and that big data is difficult to adopt, process, and trust. It then presents the need for speed, quality, agility and autonomy in big data projects. The solution proposed is to design for autonomous analytics by automating data discovery, preparation, security, documentation and recommending best actions using machine learning to deliver trusted and timely data.
Presentation given on 9th June 2017, updating a customer (who is in the Retail space) about IBM Power Systems. I cover who the boss is at the world wide level, OpenPOWER foundation, AI/Machine Learning/Deep Learning and PowerAI, NVlink Nutanix, Institute of Business Value, Cloud, Hybrid Cloud, PowerVC and OpenStack, IBM Power Systems and POWER9.
The document provides an overview of EMC's big data solutions. It discusses the challenges of big data for IT in terms of complexity from multiple Hadoop distributions, costs of acquisition and operations, and security and governance challenges. It then introduces EMC's Hadoop starter kit which provides a simple and cost-effective way for customers to get started with Hadoop deployments on their existing EMC infrastructure. The starter kit includes deployment guides for various Hadoop distributions including Cloudera, Hortonworks, PivotalHD and Apache. It has seen over 1500 deployments worldwide.
Many organizations are struggling to understand Big Data, what it is, and how to best harness it. Generated by mobile devices, social media, click streams, machines, applications, and more, data is exploding at an exponential rate from sources that are increasingly complex and varied.
How do you manage and leverage both structured and unstructured data? How do you use advanced analytics to gain new insights, find anomalies, correlations, and answers that can transform the business?
Learn how enterprises are implementing Hadoop to get the answers to these questions and more.
Hadoop-as-a-Service for Lifecycle Management SimplicityDataWorks Summit
This document discusses Adobe's implementation of virtualizing Hadoop on VMware technologies for operational simplicity and flexibility. Key points include:
- Adobe built an internal Platform-as-a-Service offering using VMware's vSphere, vCloud Automation Center, and Big Data Extensions to virtualize Hadoop for experimentation and production use cases.
- Benefits included an on-demand Hadoop service, consolidation of resources, and integration with Adobe's private cloud and storage.
- The reference architecture showed Hadoop nodes running as VMs on vSphere with storage integration and service catalog integration using vCAC blueprints.
How Big Data and Hadoop Integrated into BMC ControlM at CARFAXBMC Software
Learn how CARFAX utilized the power of Control-M to help drive big data processing via Cloudera. See why it was a no-brainer to choose Control-M to help manage workflows through Hadoop, some of the challenges faced, and the benefits the business received by using an existing, enterprise-wide workload management system instead of choosing “yet another tool.”
How pig and hadoop fit in data processing architectureKovid Academy
Pig, developed by Yahoo research in 2006, enables programmers to write data transformation programs for Hadoop quickly and easily without the cost and complexity of map-reduce programs.
Your Self-Driving Car - How Did it Get So Smart?Hortonworks
This document summarizes a presentation given by Michael Ger, Dr. Andreas Pawlik, and Dr. Seunghan Han of NorCom and Hortonworks about their DaSense data science platform. DaSense is designed to help researchers developing autonomous vehicle systems by allowing them to more efficiently run simulations and test algorithms on large datasets using distributed high performance computing resources. It aims to accelerate the development process by enabling experiments that previously took days to be completed within hours or minutes by leveraging large compute clusters. DaSense provides tools for building end-to-end data science pipelines for tasks like data filtering, model training, evaluation and analysis.
HP Enterprises in Hana Pankaj Jain May 2016INDUSCommunity
HPE offers solutions for hybrid clouds and SAP HANA based on composable infrastructure. Composable infrastructure allows resources to be composed on demand in seconds and infrastructure to be programmed through a single line of code. This approach dramatically reduces overprovisioning and speeds application and service delivery. HPE's composable infrastructure solution is called Synergy, which provides fluid resource pools, software-defined intelligence, and a unified API. HPE also offers converged systems optimized for SAP HANA that are pre-configured to deliver maximum performance.
The Impact of SAP Hana on the SAP Infrastructure Utility Services MarketplaceLisa Milani, MBA
The introduction of Hana into the SAP architecture has disrupted SAP hosting services. By using the new models, sourcing and vendor management leaders who are focused on infrastructure technology service sourcing can develop major cost and service benefits for their businesses as they move to Hana.
Fujitsu World Tour 2017 - Compute Platform For The Digital WorldFujitsu India
Fujitsu has decades of experience designing and manufacturing servers. Their PRIMERGY servers are known for best-in-class quality that ensures continuous operation with almost no unplanned downtimes. This is achieved through rigorous testing and manufacturing processes in their state-of-the-art factories in Germany. Fujitsu's demand-driven manufacturing approach allows them to produce servers flexibly based on current orders, enabling fast response times and fulfilling individual customer requests.
Integrating Hadoop into your enterprise IT environmentMapR Technologies
This document discusses how MapR Distribution for Hadoop can help enterprises integrate Hadoop into their IT environments. It covers three key trends driving adoption of Hadoop: 1) more data beats better algorithms, 2) big data is overwhelming traditional systems, 3) Hadoop is becoming the disruptive technology at the core of big data. It also discusses two realities: Hadoop is moving towards operational applications and interoperability is key. The document outlines how MapR provides enterprise-grade functionality like high availability, security, integration with open standards to help Hadoop succeed in production environments. It shows how MapR enables both operational and analytical workloads on a single consolidated platform.
Presentazione IBM Power System Evento Venaria 14 ottobrePRAGMA PROGETTI
The document discusses IBM's POWER8 processor and Linux on Power platform. It provides an overview of the OpenPOWER Consortium which aims to drive innovation through an open development model. Key highlights of POWER8 include 12 cores per socket, improved caches and memory bandwidth. Linux is highlighted as a growing enterprise workload with over 90% of supercomputers using it. Linux on Power is positioned as a strategic platform for new workloads like big data and analytics by combining Linux with the performance of POWER8.
Technical computing (high-performance computing) used to be the domain of specialists using expensive, proprietary equipment. Today, technical computing is going mainstream, becoming the absolutely irreplaceable competitive tool for research scientists and businesses alike.
Here's a look at Dell’s pioneering role in the evolution of technical computing, with a focus on the key industry trends and technologies that will bring the next generation of tools and functionality to research and development organizations around the world.
By upgrading from the legacy solution we tested to the new Intel processor-based Dell and VMware solution, you could do 18 times the work in the same amount of space. Imagine what that performance could mean to your business: Consolidate workloads from across your company, lower your power and cooling bills, and limit datacenter expansion in the future, all while maintaining a consistent user experience—the list of potential benefits is huge.
Try running DPACK, which can help you identify bottlenecks in your environment and inform you about your current performance needs. Then consider how the consolidation ratio we proved could be helpful for your company. The Intel processor-powered Dell PowerEdge R730 solution with VMware vSphere and Dell Storage SC4020, also powered by Intel, could be the right destination for your upgrade journey.
This document announces an AI workshop on August 31, 2018 in Warsaw, Poland hosted by the University of Warsaw and OpenPOWER Academia. The workshop will provide an introduction to artificial intelligence using POWER9 systems, including demonstrations of deep learning tools and techniques. Attendees will learn about OpenPOWER/POWER9 systems, PowerAI tools, and have hands-on exercises for using AI on OpenPOWER systems.
Performing Simulation-Based, Real-time Decision Making with Cloud HPCinside-BigData.com
Zach Smocha from Rescale presented this deck at the HPC User Forum in Tucson.
Watch the video presentation: http://wp.me/p3RLHQ-fdC
Learn more: http://www.rescale.com/
and
http://hpcuserforum.com
The Red River March Catalogue Part 1 BNilakshi_Das
The document describes 42 cushion covers with various designs such as woven rice plant motifs, tree motifs, leaf motifs, striped patterns, dotted patterns, and broken line patterns. The cushion covers are available in different colors and sizes of 12" x 12" and 16" x 16". They have options for different types of piping, backs, ties, and buttons.
Argentine ant is one of the most invasive species but only found in the temperate Southern states. PIA key is a useful tool (as it the Sumitomo pocket guide, available on the stand).
Sina is faced with a decision about whether to skip school with some friends. The document outlines the Making GREAT Decisions model which involves giving thought to the problem, reviewing choices, evaluating consequences, assessing the best choice, and thinking it over afterward. When Sina applies this model, she realizes skipping school would put her at risk and decides to decline the invitation instead. The document also notes that working with others can help with difficult decisions and that if a wrong decision is made, one should stop, think of who to talk to, and try to correct the situation.
Eksterne blikk på skolekommunen, hva betyr det for oss? Støtte eller utidig innblanding?Om bruk av ekstern kompetanse for å komme lenger.
Foredrag på nasjonal skoleutviklingskonferanse i april 2013.
The Shazam app allows users to identify songs within one second of hearing a sample, providing the song title, artist, and options to listen to more of the song, view lyrics and videos, or purchase the song. The app also enables identification and discovery of TV shows, and allows users to save song clips, see lyrics while listening, share song tags on social media, and discover new music through friends and charts. The document encourages downloading the Shazam app to take advantage of its music and TV identification and discovery features.
In the second quarter of 2014:
- The office market in Kiev saw an increase in vacancy rates to 22% due to new supply exceeding demand, while rental rates decreased for newer buildings.
- The hotel market continued to be negatively impacted by a reduction in tourist flows and business travel due to political tensions, lowering occupancy rates.
- Residential real estate demand increased after falling in the first quarter, but prices continued their downward trend as supply exceeded demand.
This magazine is recommended for every science student who wants to pursue his/her Career in Science & Technology and Research Field.
Something You Need For Your Future Before and After Clearing CSIR-UGC NET EXAM.
This document provides information on the Constructed Landscape module offered at Taylor's University. The module introduces students to landscape architecture through lectures, tutorials, presentations and field trips. Students will learn about landscape concepts and elements, drawings, and the role of landscape architects. Upon completing the module, students will be able to recognize different landscape types, explain the role of landscape in development, and apply basics of landscape projects and maintenance. Students will be assessed through participation, presentations, and a portfolio. The module aims to develop students' discipline knowledge and skills in communication, teamwork, and use of technology.
The document discusses how the media product uses, develops, or challenges conventions of real media products. It finds similarities such as using a masthead, dateline, and cover lines on the right-hand side. Differences include targeting a college student audience with an image they can relate to using attractive colors for both genders. The document also discusses what was learned about technologies from constructing the product, such as using Photoshop to place and edit images, add text, and choose fonts. Digital camera techniques like different shot types and transferring photos are also mentioned.
Some thoughts on asynchrony in a modern world, inspired by Reactive Extensions and await in C#, for the Obj-C audience at CocoaHeads Stockholm June 2012.
Please read the notes on each slide to make sense of them, the slides are not understandable by themselves.
Top 8 assistant category manager resume samplesNelsonPham012
The document provides information about resume samples, templates, and interview tips for assistant category managers. It includes links to resume examples, cover letter samples, interview questions and answers, job interview checklists, and other career resources on resume123.org. The document focuses on providing useful online materials and guidance for assistant category managers seeking employment.
This document discusses Jesus walking on water and calming a storm. It describes how Peter stepped out in faith to walk on water with Jesus, but began to sink when he took his eyes off of Jesus and doubted. When Peter cried out for help, Jesus rescued him. The key lessons are that we should have faith in Jesus to help us through life's troubles, and not lose focus on him when facing difficulties or we may begin to sink like Peter did.
Claire Thompson Influencing cultural changeJumpingJaq
This document discusses road safety management through a cultural change approach. It outlines the implementation of a Road Safety Management system (ROSMA) which includes data collection across four pillars of road safety and establishing a governance structure. The outcomes include shifting understanding and culture around road safety, and developing case studies and integrated processes. Next steps focus on further cultivating the safety culture, improving data and guidelines, and aligning policy with the safe systems approach.
This document describes an experimental study on the effect of hydrogen blending on burning velocity for different fuels. The study involved:
- Designing a constant volume combustion chamber and instrumentation to measure laminar burning velocity and flame speed.
- Investigating the impact of equivalence ratio, initial pressure, and hydrogen blending ratio on burning velocity and other combustion parameters for LPG-air and hydrogen-LPG-air mixtures.
- Developing empirical correlations between studied variables using a FORTRAN program to calculate mixture properties.
Results showed that hydrogen blending increased adiabatic flame temperature and burning velocity. Burning velocity increased with higher equivalence ratios and hydrogen percentages, but decreased with initial pressure. Experimental data agreed well with previous
Sun Web Server 7 is a high-performance, scalable web server with built-in clustering, security, and management features. It has seen widespread adoption serving sites with high traffic like MLB.com. The presentation discusses Sun Web Server 7's architecture, performance benchmarks, new features like regular expressions and URL rewriting, security enhancements, and its role in the Sun GlassFish application server portfolio.
Some Of The Miracles Of The Noble Qurancahpamulang .
The document summarizes some statistical symmetries and numerical patterns found in the Holy Quran. It notes that certain words are mentioned the same number of times, and percentages of other words correspond to real-world ratios. It also describes scientific research finding that listening to recitations of the Quran can relieve tension and boost immunity, likely due to its acoustic properties and impact on the nervous system.
ROI Of A Social Media Community 6/30/2009Michael Flint
Mark Wallace presented on realizing ROI from social media initiatives. He outlined that social media ROI differs from traditional marketing ROI by focusing on reach, influence, participation and customer satisfaction rather than just conversions. Wallace provided 5 tips for realizing ROI including aligning social media goals to business drivers, regularly reporting key metrics and findings, communicating successes, and continuously improving data quality. Realizing ROI requires agreement on objectives, gathering intelligence, and adapting as needs change.
The document discusses HP's Moonshot system and hosted desktop solutions. It introduces the HP ProLiant m700 server cartridge, which uses AMD Opteron X2150 processors and is optimized for hosted desktop, cloud gaming, and media workloads. It also introduces the HP ConvergedSystem 100 which can host up to 180 desktops per chassis using the m700 cartridges, for a total of 1260 desktops in a rack. The solution is fully integrated with Citrix XenDesktop and Provisioning Services to provide dedicated, accelerated hosted desktops.
HP Innovation for HPC – From Moonshot and BeyondIntel IT Center
The document discusses HP's Moonshot system, a new software defined server architecture designed to reduce costs, power consumption, and space usage compared to traditional servers. Key points include:
- Moonshot provides 77% lower costs, 80% less space, 97% less complexity and 89% less energy usage than traditional servers.
- Moonshot is being used by hp.com to handle millions of web hits per day with 80% less space and 89% less energy.
- HP is partnering with Intel to offer new ProLiant Gen8 servers integrated with Intel Xeon Phi coprocessors for improved HPC performance and efficiency.
Delivering a Flexible IT Infrastructure for Analytics on IBM Power SystemsHortonworks
Customers are preparing themselves to analyze and manage an increasing quantity of structured and unstructured data. Business leaders introduce new analytical workloads faster than what IT departments can handle. Legacy IT infrastructure needs to evolve to deliver operational improvements and cost containment, while increasing flexibility to meet future requirements. By providing HDP on IBM Power Systems, Hortonworks and IBM are giving customers have more choice in selecting the appropriate architectural platform that is right for them. In this webinar, we’ll discuss some of the challenges with deploying big data platforms, and how choosing solutions built with HDP on IBM Power Systems can offer tangible benefits and flexibility to accommodate changing needs.
Open innovation and collaboration between IBM and other technology companies is fueling advances in cloud computing, big data analytics, and software development. This includes contributions to open source projects like Linux as well as partnerships through organizations like the OpenPOWER Foundation. New systems based on IBM's Power architecture and optimized for Linux are helping customers improve the performance and efficiency of their analytics, database, and application workloads.
The document describes the HP Moonshot system, which is designed to optimize server efficiency and scalability. It includes 45 hot-pluggable cartridges per chassis that each provide customized performance for specific workloads. This new approach is meant to address the unsuitability of current servers for future IT requirements due to power, space, cost and complexity issues. It provides up to 45 independent servers per chassis and aims to go beyond the limits of traditional infrastructure through workload optimization and shared resources.
This document discusses SQL Server 2012 Fast Track Data Warehouse Reference Architectures from HP and Microsoft. It provides an overview of HP and Microsoft's data management solutions portfolio, describes the SQL Server Fast Track program which provides pre-configured and validated hardware and software solutions, and highlights performance improvements and customer case studies using these solutions. The document is aimed at helping customers scale their data warehouse environments through these pre-tested reference architectures.
Presentatie gegeven door Martin van Vliem tijdens System Center User Group NL over HP Converged System One.
HP ConvergedSystem ONE is an integrated building block of best-in-class HP servers, storage, networking and management.
Computação de Alto Desempenho - Fator chave para a competitividade do País, d...Igor José F. Freitas
Vídeo: https://www.youtube.com/watch?v=8cFqNwhQ7uE
Fator chave para a competitividade do País, da Ciência e da Indústria.
Palestra ministrada durante o Intel Innovation Week 2015 .
This document announces new IBM Power Systems and related offerings optimized for big data and analytics workloads. Key points include:
- Power Systems are designed with the new POWER8 processor which features innovations like CAPI that accelerate analytics performance.
- New solutions are optimized for big data and analytics including for BLU Acceleration, analytics, and Hadoop workloads.
- Power Systems provide an open innovation platform along with superior cloud economics and security for data-centric applications.
VMworld 2013: Virtualization and Converged Infrastructure Solutions VMworld
VMworld 2013
Brent Allen, HP
Trey Layton, VCE
Lucas Nguyen, VMware
John Power, IBM
Andy Rhodes, Dell
Jeff Schneider, Lenovo
Learn more about VMworld and register at http://www.vmworld.com/index.jspa?src=socmed-vmworld-slideshare
Red Hat Summit 2015: Red Hat Storage Breakfast sessionRed_Hat_Storage
See the presentation shared during a special breakfast session during Red Hat Summit 2015. Learn about our mission, what areas and communities are seeing strong growth, and much more.
HP ProLiant servers are changing the way computing serves business by providing more efficient and powerful server options. They offer a comprehensive portfolio of server models to address a wide range of needs. Upgrading to the latest ProLiant servers allows for significant consolidation, reducing physical server footprint and energy costs while improving performance. ProLiant servers are also highly scalable to support continued virtualization and growth.
This document discusses HP's new ProLiant Gen8 servers. It notes that Gen8 servers offer improved administration productivity, performance increases for demanding workloads, and more data center capacity. The document also summarizes new features of Gen8 servers like integrated lifecycle automation, dynamic workload acceleration, and proactive service and support through technologies like iLO management. It provides an overview of the new Gen8 server portfolio and models aimed at cloud, virtualization, and specific workloads. Non-disclosure agreements are required to view the full presentation.
Analytikerne og it-leverandørerne snakker om convergence. Men hvad er det? Og giver det reelle fordele for it-afdelingerne, eller er det blot et nyt vendor lock-in?
Kom og hør HP’s bud på Converged Infrastructure i en åben verden – fra containerbaserede datacentre til hybride cloud-løsninger. Hvordan kan HP Converged Infrastructure hjælpe med at simplificere og automatisere it-infrastrukturen radikalt og frigive værdifulde ressourcer til forretningsorienterede initiativer?
This document discusses Red Hat's products and solutions for IBM Power Systems, including Red Hat Enterprise Linux, Red Hat Satellite, Red Hat JBoss, and Red Hat Enterprise Virtualization. Red Hat Enterprise Linux supports both little endian and big endian modes on Power8 hardware. Red Hat Satellite provides systems management capabilities. Red Hat JBoss offers application platforms, integration, and business process automation tools. And Red Hat Enterprise Virtualization enables virtualization on Power8.
Pushing new industry standards with Sap HanaAnkit Bose
This document discusses the partnership between IBM and SAP over 45 years, highlighting some milestones in their collaboration including IBM becoming an SAP development partner in 1972. It also summarizes the rapid adoption of SAP HANA on IBM Power Systems, with over 2000 customers selecting IBM Power since 2015. Finally, it provides an overview of the performance and capabilities of IBM Power Systems for running mission critical SAP workloads.
Hp Converged Systems and Hortonworks - Webinar SlidesHortonworks
Our experts will walk you through some key design considerations when deploying a Hadoop cluster in production. We'll also share practical best practices around HP and Hortonworks Data Platform to get you started on building your modern data architecture.
Learn how to:
- Leverage best practices for deployment
- Choose a deployment model
- Design your Hadoop cluster
- Build a Modern Data Architecture and vision for the Data Lake
The document discusses HP's new mission-critical converged infrastructure solutions featuring Intel Itanium processors. Key announcements and enhancements include: new Integrity server blades providing up to 3x performance and 2x cores; the Integrity Superdome 2 with up to 256 cores and reduced TCO; and the Integrity rx2800 i4 server with increased performance and efficiency. HP estimates the new solutions can deliver over 30% savings in total IT costs over three years.
A modern, flexible approach to Hadoop implementation incorporating innovation...DataWorks Summit
A modern, flexible approach to Hadoop implementation incorporating innovations from HP Haven
Jeff Veis
Vice President
HP Software Big Data
Gilles Noisette
Master Solution Architect
HP EMEA Big Data CoE
The document discusses HP's CloudSystem Matrix and HP Moonshot System. CloudSystem Matrix allows customers to build and manage infrastructure services and provides tools for provisioning resources in minutes. The HP Moonshot System is a new type of server that uses system on a chip technology, providing up to 77% lower costs, 80% less space usage, and 89% lower energy usage compared to traditional servers. It supports specialized application-optimized cartridges.
The document discusses the top 5 technologies that all organizations must understand: digital transformation, quantum computing, IoT, 5G, and AI/HPC. It provides an overview of each technology including opportunities and threats to organizations. The document emphasizes that understanding these emerging technologies is mandatory as the information revolution changes many aspects of life and business.
Preparing to program Aurora at Exascale - Early experiences and future direct...inside-BigData.com
In this deck from IWOCL / SYCLcon 2020, Hal Finkel from Argonne National Laboratory presents: Preparing to program Aurora at Exascale - Early experiences and future directions.
"Argonne National Laboratory’s Leadership Computing Facility will be home to Aurora, our first exascale supercomputer. Aurora promises to take scientific computing to a whole new level, and scientists and engineers from many different fields will take advantage of Aurora’s unprecedented computational capabilities to push the boundaries of human knowledge. In addition, Aurora’s support for advanced machine-learning and big-data computations will enable scientific workflows incorporating these techniques along with traditional HPC algorithms. Programming the state-of-the-art hardware in Aurora will be accomplished using state-of-the-art programming models. Some of these models, such as OpenMP, are long-established in the HPC ecosystem. Other models, such as Intel’s oneAPI, based on SYCL, are relatively-new models constructed with the benefit of significant experience. Many applications will not use these models directly, but rather, will use C++ abstraction libraries such as Kokkos or RAJA. Python will also be a common entry point to high-performance capabilities. As we look toward the future, features in the C++ standard itself will become increasingly relevant for accessing the extreme parallelism of exascale platforms.
This presentation will summarize the experiences of our team as we prepare for Aurora, exploring how to port applications to Aurora’s architecture and programming models, and distilling the challenges and best practices we’ve developed to date. oneAPI/SYCL and OpenMP are both critical models in these efforts, and while the ecosystem for Aurora has yet to mature, we’ve already had a great deal of success. Importantly, we are not passive recipients of programming models developed by others. Our team works not only with vendor-provided compilers and tools, but also develops improved open-source LLVM-based technologies that feed both open-source and vendor-provided capabilities. In addition, we actively participate in the standardization of OpenMP, SYCL, and C++. To conclude, I’ll share our thoughts on how these models can best develop in the future to support exascale-class systems."
Watch the video: https://wp.me/p3RLHQ-lPT
Learn more: https://www.iwocl.org/iwocl-2020/conference-program/
and
https://www.anl.gov/topic/aurora
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
In this deck, Greg Wahl from Advantech presents: Transforming Private 5G Networks.
Advantech Networks & Communications Group is driving innovation in next-generation network solutions with their High Performance Servers. We provide business critical hardware to the world's leading telecom and networking equipment manufacturers with both standard and customized products. Our High Performance Servers are highly configurable platforms designed to balance the best in x86 server-class processing performance with maximum I/O and offload density. The systems are cost effective, highly available and optimized to meet next generation networking and media processing needs.
“Advantech’s Networks and Communication Group has been both an innovator and trusted enabling partner in the telecommunications and network security markets for over a decade, designing and manufacturing products for OEMs that accelerate their network platform evolution and time to market.” Said Advantech Vice President of Networks & Communications Group, Ween Niu. “In the new IP Infrastructure era, we will be expanding our expertise in Software Defined Networking (SDN) and Network Function Virtualization (NFV), two of the essential conduits to 5G infrastructure agility making networks easier to install, secure, automate and manage in a cloud-based infrastructure.”
In addition to innovation in air interface technologies and architecture extensions, 5G will also need a new generation of network computing platforms to run the emerging software defined infrastructure, one that provides greater topology flexibility, essential to deliver on the promises of high availability, high coverage, low latency and high bandwidth connections. This will open up new parallel industry opportunities through dedicated 5G network slices reserved for specific industries dedicated to video traffic, augmented reality, IoT, connected cars etc. 5G unlocks many new doors and one of the keys to its enablement lies in the elasticity and flexibility of the underlying infrastructure.
Advantech’s corporate vision is to enable an intelligent planet. The company is a global leader in the fields of IoT intelligent systems and embedded platforms. To embrace the trends of IoT, big data, and artificial intelligence, Advantech promotes IoT hardware and software solutions with the Edge Intelligence WISE-PaaS core to assist business partners and clients in connecting their industrial chains. Advantech is also working with business partners to co-create business ecosystems that accelerate the goal of industrial intelligence."
Watch the video: https://wp.me/p3RLHQ-lPQ
* Company website: https://www.advantech.com/
* Solution page: https://www2.advantech.com/nc/newsletter/NCG/SKY/benefits.html
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
The Incorporation of Machine Learning into Scientific Simulations at Lawrence...inside-BigData.com
In this deck from the Stanford HPC Conference, Katie Lewis from Lawrence Livermore National Laboratory presents: The Incorporation of Machine Learning into Scientific Simulations at Lawrence Livermore National Laboratory.
"Scientific simulations have driven computing at Lawrence Livermore National Laboratory (LLNL) for decades. During that time, we have seen significant changes in hardware, tools, and algorithms. Today, data science, including machine learning, is one of the fastest growing areas of computing, and LLNL is investing in hardware, applications, and algorithms in this space. While the use of simulations to focus and understand experiments is well accepted in our community, machine learning brings new challenges that need to be addressed. I will explore applications for machine learning in scientific simulations that are showing promising results and further investigation that is needed to better understand its usefulness."
Watch the video: https://youtu.be/NVwmvCWpZ6Y
Learn more: https://computing.llnl.gov/research-area/machine-learning
and
http://www.hpcadvisorycouncil.com/events/2020/stanford-workshop/
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
How to Achieve High-Performance, Scalable and Distributed DNN Training on Mod...inside-BigData.com
In this deck from the Stanford HPC Conference, DK Panda from Ohio State University presents: How to Achieve High-Performance, Scalable and Distributed DNN Training on Modern HPC Systems?
"This talk will start with an overview of challenges being faced by the AI community to achieve high-performance, scalable and distributed DNN training on Modern HPC systems with both scale-up and scale-out strategies. After that, the talk will focus on a range of solutions being carried out in my group to address these challenges. The solutions will include: 1) MPI-driven Deep Learning, 2) Co-designing Deep Learning Stacks with High-Performance MPI, 3) Out-of- core DNN training, and 4) Hybrid (Data and Model) parallelism. Case studies to accelerate DNN training with popular frameworks like TensorFlow, PyTorch, MXNet and Caffe on modern HPC systems will be presented."
Watch the video: https://youtu.be/LeUNoKZVuwQ
Learn more: http://web.cse.ohio-state.edu/~panda.2/
and
http://www.hpcadvisorycouncil.com/events/2020/stanford-workshop/
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...inside-BigData.com
In this deck from the Stanford HPC Conference, Nick Nystrom and Paola Buitrago provide an update from the Pittsburgh Supercomputing Center.
Nick Nystrom is Chief Scientist at the Pittsburgh Supercomputing Center (PSC). Nick is architect and PI for Bridges, PSC's flagship system that successfully pioneered the convergence of HPC, AI, and Big Data. He is also PI for the NIH Human Biomolecular Atlas Program’s HIVE Infrastructure Component and co-PI for projects that bring emerging AI technologies to research (Open Compass), apply machine learning to biomedical data for breast and lung cancer (Big Data for Better Health), and identify causal relationships in biomedical big data (the Center for Causal Discovery, an NIH Big Data to Knowledge Center of Excellence). His current research interests include hardware and software architecture, applications of machine learning to multimodal data (particularly for the life sciences) and to enhance simulation, and graph analytics.
Watch the video: https://youtu.be/LWEU1L1o7yY
Learn more: https://www.psc.edu/
and
http://www.hpcadvisorycouncil.com/events/2020/stanford-workshop/
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The document discusses using systems intelligence and artificial intelligence/neural networks to enhance semiconductor electronic design automation (EDA) workflows by collecting telemetry data from EDA jobs and infrastructure and analyzing it using complex event processing, machine learning models, and messaging substrates to provide insights that could optimize EDA pipelines and infrastructure. The approach aims to allow both internal and external augmentation of EDA processes and environments through unsupervised and incremental learning.
Biohybrid Robotic Jellyfish for Future Applications in Ocean Monitoringinside-BigData.com
In this deck from the Stanford HPC Conference, Nicole Xu from Stanford University describes how she transformed a common jellyfish into a bionic creature that is part animal and part machine.
"Animal locomotion and bioinspiration have the potential to expand the performance capabilities of robots, but current implementations are limited. Mechanical soft robots leverage engineered materials and are highly controllable, but these biomimetic robots consume more power than corresponding animal counterparts. Biological soft robots from a bottom-up approach offer advantages such as speed and controllability but are limited to survival in cell media. Instead, biohybrid robots that comprise live animals and self- contained microelectronic systems leverage the animals’ own metabolism to reduce power constraints and body as an natural scaffold with damage tolerance. We demonstrate that by integrating onboard microelectronics into live jellyfish, we can enhance propulsion up to threefold, using only 10 mW of external power input to the microelectronics and at only a twofold increase in cost of transport to the animal. This robotic system uses 10 to 1000 times less external power per mass than existing swimming robots in literature and can be used in future applications for ocean monitoring to track environmental changes."
Watch the video: https://youtu.be/HrmJFyvInj8
Learn more: https://sanfrancisco.cbslocal.com/2020/02/05/stanford-research-project-common-jellyfish-bionic-sea-creatures/
and
http://www.hpcadvisorycouncil.com/events/2020/stanford-workshop/
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In this deck from the Stanford HPC Conference, Peter Dueben from the European Centre for Medium-Range Weather Forecasts (ECMWF) presents: Machine Learning for Weather Forecasts.
"I will present recent studies that use deep learning to learn the equations of motion of the atmosphere, to emulate model components of weather forecast models and to enhance usability of weather forecasts. I will than talk about the main challenges for the application of deep learning in cutting-edge weather forecasts and suggest approaches to improve usability in the future."
Peter is contributing to the development and optimization of weather and climate models for modern supercomputers. He is focusing on a better understanding of model error and model uncertainty, on the use of reduced numerical precision that is optimised for a given level of model error, on global cloud- resolving simulations with ECMWF's forecast model, and the use of machine learning, and in particular deep learning, to improve the workflow and predictions. Peter has graduated in Physics and wrote his PhD thesis at the Max Planck Institute for Meteorology in Germany. He worked as Postdoc with Tim Palmer at the University of Oxford and has taken up a position as University Research Fellow of the Royal Society at the European Centre for Medium-Range Weather Forecasts (ECMWF) in 2017.
Watch the video: https://youtu.be/ks3fkRj8Iqc
Learn more: https://www.ecmwf.int/
and
http://www.hpcadvisorycouncil.com/events/2020/stanford-workshop/
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In this deck, Gilad Shainer from the HPC AI Advisory Council describes how this organization fosters innovation in the high performance computing community.
"The HPC-AI Advisory Council’s mission is to bridge the gap between high-performance computing (HPC) and Artificial Intelligence (AI) use and its potential, bring the beneficial capabilities of HPC and AI to new users for better research, education, innovation and product manufacturing, bring users the expertise needed to operate HPC and AI systems, provide application designers with the tools needed to enable parallel computing, and to strengthen the qualification and integration of HPC and AI system products."
Watch the video: https://wp.me/p3RLHQ-lNz
Learn more: http://hpcadvisorycouncil.com
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Today RIKEN in Japan announced that the Fugaku supercomputer will be made available for research projects aimed to combat COVID-19.
"Fugaku is currently being installed and is scheduled to be available to the public in 2021. However, faced with the devastating disaster unfolding before our eyes, RIKEN and MEXT decided to make a portion of the computational resources of Fugaku available for COVID-19-related projects ahead of schedule while continuing the installation process.
Fugaku is being developed not only for the progress in science, but also to help build the society dubbed as the “Society 5.0” by the Japanese government, where all people will live safe and comfortable lives. The current initiative to fight against the novel coronavirus is driven by the philosophy behind the development of Fugaku."
Initial Projects
Exploring new drug candidates for COVID-19 by "Fugaku"
Yasushi Okuno, RIKEN / Kyoto University
Prediction of conformational dynamics of proteins on the surface of SARS-Cov-2 using Fugaku
Yuji Sugita, RIKEN
Simulation analysis of pandemic phenomena
Nobuyasu Ito, RIKEN
Fragment molecular orbital calculations for COVID-19 proteins
Yuji Mochizuki, Rikkyo University
In this deck from the Performance Optimisation and Productivity group, Lubomir Riha from IT4Innovations presents: Energy Efficient Computing using Dynamic Tuning.
"We now live in a world of power-constrained architectures and systems and power consumption represents a significant cost factor in the overall HPC system economy. For these reasons, in recent years researchers, supercomputing centers and major vendors have developed new tools and methodologies to measure and optimize the energy consumption of large-scale high performance system installations. Due to the link between energy consumption, power consumption and execution time of an application executed by the final user, it is important for these tools and the methodology used to consider all these aspects, empowering the final user and the system administrator with the capability of finding the best configuration given different high level objectives.
This webinar focused on tools designed to improve the energy-efficiency of HPC applications using a methodology of dynamic tuning of HPC applications, developed under the H2020 READEX project. The READEX methodology has been designed for exploiting the dynamic behaviour of software. At design time, different runtime situations (RTS) are detected and optimized system configurations are determined. RTSs with the same configuration are grouped into scenarios, forming the tuning model. At runtime, the tuning model is used to switch system configurations dynamically.
The MERIC tool, that implements the READEX methodology, is presented. It supports manual or binary instrumentation of the analysed applications to simplify the analysis. This instrumentation is used to identify and annotate the significant regions in the HPC application. Automatic binary instrumentation annotates regions with significant runtime. Manual instrumentation, which can be combined with automatic, allows code developer to annotate regions of particular interest."
Watch the video: https://wp.me/p3RLHQ-lJP
Learn more: https://pop-coe.eu/blog/14th-pop-webinar-energy-efficient-computing-using-dynamic-tuning
and
https://code.it4i.cz/vys0053/meric
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The document discusses how DDN A3I storage solutions and Nvidia's SuperPOD platform can enable HPC at scale. It provides details on DDN's A3I appliances that are optimized for AI and deep learning workloads and validated for Nvidia's DGX-2 SuperPOD reference architecture. The solutions are said to deliver the fastest performance, effortless scaling, reliability and flexibility for data-intensive workloads.
In this deck, Paul Isaacs from Linaro presents: State of ARM-based HPC. This talk provides an overview of applications and infrastructure services successfully ported to Aarch64 and benefiting from scale.
"With its debut on the TOP500, the 125,000-core Astra supercomputer at New Mexico’s Sandia Labs uses Cavium ThunderX2 chips to mark Arm’s entry into the petascale world. In Japan, the Fujitsu A64FX Arm-based CPU in the pending Fugaku supercomputer has been optimized to achieve high-level, real-world application performance, anticipating up to one hundred times the application execution performance of the K computer. K was the first computer to top 10 petaflops in 2011."
Watch the video: https://wp.me/p3RLHQ-lIT
Learn more: https://www.linaro.org/
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Versal Premium ACAP for Network and Cloud Accelerationinside-BigData.com
Today Xilinx announced Versal Premium, the third series in the Versal ACAP portfolio. The Versal Premium series features highly integrated, networked and power-optimized cores and the industry’s highest bandwidth and compute density on an adaptable platform. Versal Premium is designed for the highest bandwidth networks operating in thermally and spatially constrained environments, as well as for cloud providers who need scalable, adaptable application acceleration.
Versal is the industry’s first adaptive compute acceleration platform (ACAP), a revolutionary new category of heterogeneous compute devices with capabilities that far exceed those of conventional silicon architectures. Developed on TSMC’s 7-nanometer process technology, Versal Premium combines software programmability with dynamically configurable hardware acceleration and pre-engineered connectivity and security features to enable a faster time-to- market. The Versal Premium series delivers up to 3X higher throughput compared to current generation FPGAs, with built-in Ethernet, Interlaken, and cryptographic engines that enable fast and secure networks. The series doubles the compute density of currently deployed mainstream FPGAs and provides the adaptability to keep pace with increasingly diverse and evolving cloud and networking workloads.
Learn more: https://insidehpc.com/2020/03/xilinx-announces-versal-premium-acap-for-network-and-cloud-acceleration/
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Zettar: Moving Massive Amounts of Data across Any Distance Efficientlyinside-BigData.com
In this video from the Rice Oil & Gas Conference, Chin Fang from Zettar presents: Moving Massive Amounts of Data across Any Distance Efficiently.
The objective of this talk is to present two on-going projects aiming at improving and ensuring highly efficient bulk transferring or streaming of massive amounts of data over digital connections across any distance. It examines the current state of the art, a few very common misconceptions, the differences among the three major type of data movement solutions, a current initiative attempting to improve the data movement efficiency from the ground up, and another multi-stage project that shows how to conduct long distance large scale data movement at speed and scale internationally. Both projects have real world motivations, e.g. the ambitious data transfer requirements of Linac Coherent Light Source II (LCLS-II) [1], a premier preparation project of the U.S. DOE Exascale Computing Initiative (ECI) [2]. Their immediate goals are described and explained, together with the solution used for each. Findings and early results are reported. Possible future works are outlined.
Watch the video: https://wp.me/p3RLHQ-lBX
Learn more: https://www.zettar.com/
and
https://rice2020oghpc.rice.edu/program-2/
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In this deck from the Rice Oil & Gas Conference, Bradley McCredie from AMD presents: Scaling TCO in a Post Moore's Law Era.
"While foundries bravely drive forward to overcome the technical and economic challenges posed by scaling to 5nm and beyond, Moore’s law alone can provide only a fraction of the performance / watt and performance / dollar gains needed to satisfy the demands of today’s high performance computing and artificial intelligence applications. To close the gap, multiple strategies are required. First, new levels of innovation and design efficiency will supplement technology gains to continue to deliver meaningful improvements in SoC performance. Second, heterogenous compute architectures will create x-factor increases of performance efficiency for the most critical applications. Finally, open software frameworks, APIs, and toolsets will enable broad ecosystems of application level innovation."
Watch the video:
Learn more: http://amd.com
and
https://rice2020oghpc.rice.edu/program-2/
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CUDA-Python and RAPIDS for blazing fast scientific computinginside-BigData.com
In this deck from the ECSS Symposium, Abe Stern from NVIDIA presents: CUDA-Python and RAPIDS for blazing fast scientific computing.
"We will introduce Numba and RAPIDS for GPU programming in Python. Numba allows us to write just-in-time compiled CUDA code in Python, giving us easy access to the power of GPUs from a powerful high-level language. RAPIDS is a suite of tools with a Python interface for machine learning and dataframe operations. Together, Numba and RAPIDS represent a potent set of tools for rapid prototyping, development, and analysis for scientific computing. We will cover the basics of each library and go over simple examples to get users started. Finally, we will briefly highlight several other relevant libraries for GPU programming."
Watch the video: https://wp.me/p3RLHQ-lvu
Learn more: https://developer.nvidia.com/rapids
and
https://www.xsede.org/for-users/ecss/ecss-symposium
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In this deck from FOSDEM 2020, Colin Sauze from Aberystwyth University describes the development of a RaspberryPi cluster for teaching an introduction to HPC.
"The motivation for this was to overcome four key problems faced by new HPC users:
* The availability of a real HPC system and the effect running training courses can have on the real system, conversely the availability of spare resources on the real system can cause problems for the training course.
* A fear of using a large and expensive HPC system for the first time and worries that doing something wrong might damage the system.
* That HPC systems are very abstract systems sitting in data centres that users never see, it is difficult for them to understand exactly what it is they are using.
* That new users fail to understand resource limitations, in part because of the vast resources in modern HPC systems a lot of mistakes can be made before running out of resources. A more resource constrained system makes it easier to understand this.
The talk will also discuss some of the technical challenges in deploying an HPC environment to a Raspberry Pi and attempts to keep that environment as close to a "real" HPC as possible. The issue to trying to automate the installation process will also be covered."
Learn more: https://github.com/colinsauze/pi_cluster
and
https://fosdem.org/2020/schedule/events/
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In this deck from ATPESC 2019, Ken Raffenetti from Argonne presents an overview of HPC interconnects.
"The Argonne Training Program on Extreme-Scale Computing (ATPESC) provides intensive, two-week training on the key skills, approaches, and tools to design, implement, and execute computational science and engineering applications on current high-end computing systems and the leadership-class computing systems of the future."
Watch the video: https://wp.me/p3RLHQ-luc
Learn more: https://extremecomputingtraining.anl.gov/
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Latest Tech Trends Series 2024 By EY IndiaEYIndia1
Stay ahead of the curve with our comprehensive Tech Trends Series! Explore the latest technology trends shaping the world today, from the 2024 Tech Trends report and top emerging technologies to their impact on business technology trends. This series delves into the most significant technological advancements, giving you insights into both established and emerging tech trends that will revolutionize various industries.
"Building Future-Ready Apps with .NET 8 and Azure Serverless Ecosystem", Stan...Fwdays
.NET 8 brought a lot of improvements for developers and maturity to the Azure serverless container ecosystem. So, this talk will cover these changes and explain how you can apply them to your projects. Another reason for this talk is the re-invention of Serverless from a DevOps perspective as a Platform Engineering trend with Backstage and the recent Radius project from Microsoft. So now is the perfect time to look at developer productivity tooling and serverless apps from Microsoft's perspective.
Welcome to Cyberbiosecurity. Because regular cybersecurity wasn't complicated...Snarky Security
How wonderful it is that in our modern age, every bit of our biological data can be digitized, stored, and potentially pilfered by cyber thieves! Isn't it just splendid to think that while scientists are busy pushing the boundaries of biotechnology, hackers could be plotting the next big bio-data heist? This delightful scenario is brought to you by the ever-expanding digital landscape of biology and biotechnology, where the integration of computer science, engineering, and data science transforms our understanding and manipulation of biological systems.
While the fusion of technology and biology offers immense benefits, it also necessitates a careful consideration of the ethical, security, and associated social implications. But let's be honest, in the grand scheme of things, what's a little risk compared to potential scientific achievements? After all, progress in biotechnology waits for no one, and we're just along for the ride in this thrilling, slightly terrifying, adventure.
So, as we continue to navigate this complex landscape, let's not forget the importance of robust data protection measures and collaborative international efforts to safeguard sensitive biological information. After all, what could possibly go wrong?
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This document provides a comprehensive analysis of the security implications biological data use. The analysis explores various aspects of biological data security, including the vulnerabilities associated with data access, the potential for misuse by state and non-state actors, and the implications for national and transnational security. Key aspects considered include the impact of technological advancements on data security, the role of international policies in data governance, and the strategies for mitigating risks associated with unauthorized data access.
This view offers valuable insights for security professionals, policymakers, and industry leaders across various sectors, highlighting the importance of robust data protection measures and collaborative international efforts to safeguard sensitive biological information. The analysis serves as a crucial resource for understanding the complex dynamics at the intersection of biotechnology and security, providing actionable recommendations to enhance biosecurity in an digital and interconnected world.
The evolving landscape of biology and biotechnology, significantly influenced by advancements in computer science, engineering, and data science, is reshaping our understanding and manipulation of biological systems. The integration of these disciplines has led to the development of fields such as computational biology and synthetic biology, which utilize computational power and engineering principles to solve complex biological problems and innovate new biotechnological applications. This interdisciplinary approach has not only accelerated research and development but also introduced new capabilities such as gene editing and biomanufact
The Zaitechno Handheld Raman Spectrometer is a powerful and portable tool for rapid, non-destructive chemical analysis. It utilizes Raman spectroscopy, a technique that analyzes the vibrational fingerprint of molecules to identify their chemical composition. This handheld instrument allows for on-site analysis of materials, making it ideal for a variety of applications, including:
Material identification: Identify unknown materials, minerals, and contaminants.
Quality control: Ensure the quality and consistency of raw materials and finished products.
Pharmaceutical analysis: Verify the identity and purity of pharmaceutical compounds.
Food safety testing: Detect contaminants and adulterants in food products.
Field analysis: Analyze materials in the field, such as during environmental monitoring or forensic investigations.
The Zaitechno Handheld Raman Spectrometer is easy to use and features a user-friendly interface. It is compact and lightweight, making it ideal for field applications. With its rapid analysis capabilities, the Zaitechno Handheld Raman Spectrometer can help you improve efficiency and productivity in your research or quality control workflows.
Smart mobility refers to the integration of advanced technologies and innovative solutions to create efficient, sustainable, and interconnected transportation systems. It encompasses various aspects of transportation, including public transit, shared mobility services, intelligent transportation systems, electric vehicles, and connected infrastructure. Smart mobility aims to improve the overall mobility experience by leveraging data, connectivity, and automation to enhance safety, reduce congestion, optimize transportation networks, and minimize environmental impacts.
Intel Unveils Core Ultra 200V Lunar chip .pdfTech Guru
Intel has made a significant breakthrough in the world of processors with the introduction of its Core Ultra 200V mobile processor series, codenamed Lunar Lake. This innovative processor marks a fundamental shift in the way Intel creates processors, with a high degree of aggregation, including memory-on-package (MoP). The Core Ultra 300 MX series is designed to power thin-and-light devices that are capable of handling the latest AI applications, including Microsoft's Copilot+ experiences.
Keynote : AI & Future Of Offensive SecurityPriyanka Aash
In the presentation, the focus is on the transformative impact of artificial intelligence (AI) in cybersecurity, particularly in the context of malware generation and adversarial attacks. AI promises to revolutionize the field by enabling scalable solutions to historically challenging problems such as continuous threat simulation, autonomous attack path generation, and the creation of sophisticated attack payloads. The discussions underscore how AI-powered tools like AI-based penetration testing can outpace traditional methods, enhancing security posture by efficiently identifying and mitigating vulnerabilities across complex attack surfaces. The use of AI in red teaming further amplifies these capabilities, allowing organizations to validate security controls effectively against diverse adversarial scenarios. These advancements not only streamline testing processes but also bolster defense strategies, ensuring readiness against evolving cyber threats.
"Making .NET Application Even Faster", Sergey Teplyakov.pptxFwdays
In this talk we're going to explore performance improvement lifecycle, starting with setting the performance goals, using profilers to figure out the bottle necks, making a fix and validating that the fix works by benchmarking it. The talk will be useful for novice and seasoned .NET developers and architects interested in making their application fast and understanding how things work under the hood.
Garbage In, Garbage Out: Why poor data curation is killing your AI models (an...Zilliz
Enterprises have traditionally prioritized data quantity, assuming more is better for AI performance. However, a new reality is setting in: high-quality data, not just volume, is the key. This shift exposes a critical gap – many organizations struggle to understand their existing data and lack effective curation strategies and tools. This talk dives into these data challenges and explores the methods of automating data curation.
The History of Embeddings & Multimodal EmbeddingsZilliz
Frank Liu will walk through the history of embeddings and how we got to the cool embedding models used today. He'll end with a demo on how multimodal RAG is used.
Choosing the Best Outlook OST to PST Converter: Key Features and Considerationswebbyacad software
When looking for a good software utility to convert Outlook OST files to PST format, it is important to find one that is easy to use and has useful features. WebbyAcad OST to PST Converter Tool is a great choice because it is simple to use for anyone, whether you are tech-savvy or not. It can smoothly change your files to PST while keeping all your data safe and secure. Plus, it can handle large amounts of data and convert multiple files at once, which can save you a lot of time. It even comes with 24*7 technical support assistance and a free trial, so you can try it out before making a decision. Whether you need to recover, move, or back up your data, Webbyacad OST to PST Converter is a reliable option that gives you all the support you need to manage your Outlook data effectively.
Discovery Series - Zero to Hero - Task Mining Session 1DianaGray10
This session is focused on providing you with an introduction to task mining. We will go over different types of task mining and provide you with a real-world demo on each type of task mining in detail.