Keynote presentation from Flash Memory Summit 2016 by Dr. Siva Sivaram.
Learn his perspective on opportunities and challenges in developing a memory cell solution for the Storage Class Memory market, and lessons learned from 3D NAND.
The new storage-class memory (SCM) category will be the biggest emerging NVM market, with embedded MCU seeking emerging NVM for strategic differentiation.
PCM leads the race to storage-class memory (SCM), but RRAM will catch up soon
In 2015, the Micron/Intel alliance presented a breakthrough stand-alone memory product called 3D Xpoint, developed in secret for many years, which uses PCM material instead of RRAM as we expected. Thus, after being down and out for a while, PCM made a big comeback in the emerging NVM race. This product has an amazingly high density for an emerging NVM (128 Gb), which is close to the latest NAND thanks to high node (20nm), a 3D crosspoint structure, and a good selector. We expect PCM will have the largest emerging NVM market share by 2021, thanks to its prominent promoters (Micron/Intel), which have sufficient influence to create a new SCM category using 3D Xpoint in the memory hierarchy. Indeed, creating a new memory category is a sea-change that will require numerous hardware and software developments by all memory ecosystem players. And while there is no general agreement, many experts believe DRAM sales will decrease due to SCM’s increased use. For this reason, many incumbent players, especially DRAM ones, have postponed their SCM product introduction in order to extend their DRAM profits, which over the last several years have been very high.
Highlighted notes while studying Concurrent Data Structures:
DDR4 SDRAM
Source: Wikipedia
Double Data Rate 4 Synchronous Dynamic Random-Access Memory, officially abbreviated as DDR4 SDRAM, is a type of synchronous dynamic random-access memory with a high bandwidth ("double data rate") interface.
Wikipedia is a free online encyclopedia, created and edited by volunteers around the world and hosted by the Wikimedia Foundation.
The new storage-class memory (SCM) category will be the biggest emerging NVM market, with embedded MCU seeking emerging NVM for strategic differentiation.
PCM leads the race to storage-class memory (SCM), but RRAM will catch up soon
In 2015, the Micron/Intel alliance presented a breakthrough stand-alone memory product called 3D Xpoint, developed in secret for many years, which uses PCM material instead of RRAM as we expected. Thus, after being down and out for a while, PCM made a big comeback in the emerging NVM race. This product has an amazingly high density for an emerging NVM (128 Gb), which is close to the latest NAND thanks to high node (20nm), a 3D crosspoint structure, and a good selector. We expect PCM will have the largest emerging NVM market share by 2021, thanks to its prominent promoters (Micron/Intel), which have sufficient influence to create a new SCM category using 3D Xpoint in the memory hierarchy. Indeed, creating a new memory category is a sea-change that will require numerous hardware and software developments by all memory ecosystem players. And while there is no general agreement, many experts believe DRAM sales will decrease due to SCM’s increased use. For this reason, many incumbent players, especially DRAM ones, have postponed their SCM product introduction in order to extend their DRAM profits, which over the last several years have been very high.
Highlighted notes while studying Concurrent Data Structures:
DDR4 SDRAM
Source: Wikipedia
Double Data Rate 4 Synchronous Dynamic Random-Access Memory, officially abbreviated as DDR4 SDRAM, is a type of synchronous dynamic random-access memory with a high bandwidth ("double data rate") interface.
Wikipedia is a free online encyclopedia, created and edited by volunteers around the world and hosted by the Wikimedia Foundation.
Modern processors are faster than memory
So Processors may waste time for accessing memory
Its purpose is to make the main memory appear to the processor to be much faster than it actually is
Shared Memory Centric Computing with CXL & OMIAllan Cantle
Discusses how CXL can be better utilized as a separate Fabric Cache domain to a processors own Local Cache Domain. This is done by leveraging a Shared Memory Centric architectures that utilize both the Open Memory Interface OMI, and Compute eXpress Link, CXL, for the memory ports.
Operation Unthinkable – Software Defined Storage @ Booking.com (Peter Buschman)data://disrupted®
The story of the plan that was just crazy enough to work! Learn how Booking.com failed its way to success on a multi-year journey away from single-purpose storage-appliances, predatory-licensing, and over-complicated networking to create a unique storage solution for their hyper-scale private-cloud environment.
This presentation has given a brief introduction and working of CMOS Logic Structures which includes MOS logic, CMOS logic, CMOS logic structure, CMOS complementary logic, pass transistor logic, bi CMOS logic, pseudo –nMOS logic, CMOS domino logic, Cascode Voltage Switch Logic(CVSL), clocked CMOS logic(c²mos), dynamic CMOS logic
HBM stands for high bandwidth memory and is a type of memory interface used in 3D-stacked DRAM (dynamic random access memory) in GPUs, as well as the server, machine-learning DSP , high-performance computing and networking and client space.
Memory Organization | Computer Fundamental and OrganizationSmit Luvani
Agenda :
Introduction
Memory Cell
Memory Organization
Read Only Memory
Serial Access Memory
Physical Devices Used to Construct Memories
Magnetic Optical Disk
Virtual Memory
This all topics covered in This PPT.
Power reduction techniques are important for the modern VLSI designs. Power is the today's major concern when we come to optimal trade off between area, performance and power.
DRAM & NAND Service – Memory Research 2019 Monitors by Yole DéveloppementYole Developpement
2018 DRAM & NAND markets: the end of an incredible multi-year rally…
More information on DRAM monitors at: https://www.i-micronews.com/produit/dram-service-memory-research/
More information on NAND monitors at: https://www.i-micronews.com/produit/nand-service-memory-research/
Modern processors are faster than memory
So Processors may waste time for accessing memory
Its purpose is to make the main memory appear to the processor to be much faster than it actually is
Shared Memory Centric Computing with CXL & OMIAllan Cantle
Discusses how CXL can be better utilized as a separate Fabric Cache domain to a processors own Local Cache Domain. This is done by leveraging a Shared Memory Centric architectures that utilize both the Open Memory Interface OMI, and Compute eXpress Link, CXL, for the memory ports.
Operation Unthinkable – Software Defined Storage @ Booking.com (Peter Buschman)data://disrupted®
The story of the plan that was just crazy enough to work! Learn how Booking.com failed its way to success on a multi-year journey away from single-purpose storage-appliances, predatory-licensing, and over-complicated networking to create a unique storage solution for their hyper-scale private-cloud environment.
This presentation has given a brief introduction and working of CMOS Logic Structures which includes MOS logic, CMOS logic, CMOS logic structure, CMOS complementary logic, pass transistor logic, bi CMOS logic, pseudo –nMOS logic, CMOS domino logic, Cascode Voltage Switch Logic(CVSL), clocked CMOS logic(c²mos), dynamic CMOS logic
HBM stands for high bandwidth memory and is a type of memory interface used in 3D-stacked DRAM (dynamic random access memory) in GPUs, as well as the server, machine-learning DSP , high-performance computing and networking and client space.
Memory Organization | Computer Fundamental and OrganizationSmit Luvani
Agenda :
Introduction
Memory Cell
Memory Organization
Read Only Memory
Serial Access Memory
Physical Devices Used to Construct Memories
Magnetic Optical Disk
Virtual Memory
This all topics covered in This PPT.
Power reduction techniques are important for the modern VLSI designs. Power is the today's major concern when we come to optimal trade off between area, performance and power.
DRAM & NAND Service – Memory Research 2019 Monitors by Yole DéveloppementYole Developpement
2018 DRAM & NAND markets: the end of an incredible multi-year rally…
More information on DRAM monitors at: https://www.i-micronews.com/produit/dram-service-memory-research/
More information on NAND monitors at: https://www.i-micronews.com/produit/nand-service-memory-research/
In this deck from the Open Compute Summit, Walter Hinton, Senior Global Director of Enterprise & Client Compute Solutions Marketing at Western Digital presents: The State of the Solid State Drive SSD.
"In 2013, Western Digital acquired flash storage hardware and software supplier, Virident, for $685 million in cash. They followed that up in May 2016, with the acquisition of SanDisk Corporation. The addition of SanDisk makes Western Digital Corporation a comprehensive storage solutions provider with global reach, and an extensive product and technology platform that includes deep expertise in both rotating magnetic storage and non-volatile memory (NVM)."
Watch the video presentation: http://wp.me/p3RLHQ-guI
Learn more: https://www.wdc.com/
Sign up for our insideHPC Newsletter: http://insidehpc.com/newsletter
DRAM & NAND Service – Memory Research 2018 Reports by Yole Developpement Yole Developpement
More information on DRAM report at https://www.i-micronews.com/report/product/dram-service-–-memory-research.html
and NAND report : https://www.i-micronews.com/report/product/nand-service-–-memory-research.html
3DIC and 2.5D TSV Interconnect for Advanced Packaging: 2016 Business Update -...Yole Developpement
3D TSV technology is becoming a key solution platform for heterogeneous interconnection, high end memory and performance applications.
TSVs have been adopted for MEMS, Sensors, and Memory devices. What will the next technology driver be?
Through-silicon vias (TSVs) have now become the preferred interconnect choice for high-end memory. They are also an enabling technology for heterogeneous integration of logic circuits with CMOS image sensors (CIS), MEMS, sensors, and radio frequency (RF) filters. In the near future they will also enable photonics and LED function integration. The market for 3D TSV and 2.5D interconnect is expected to reach around two million wafers in 2020, expanding at a 22% compound annual growth rate (CAGR). The growth is driven by increased adoption of 3D memory devices in high-end graphics, high-performance computing, networking and data centers, and penetration into new areas, including fingerprint and ambient light sensors, RF filters and LEDs.
CIS still commanded more than 70% % share of TSV market wafer volume in 2015, although this will decrease to around 60% by 2020. This is primarily due to the growth of the other TSV applications, led by 3D memories, RF filters and fingerprint sensors (FPS). However, hybrid stacked technology, which uses direct copper-copper bonding, not TSVs, will penetrate around 30% of CIS production by 2020. The TSV markets for RF filters and FPS are expected to reach around $1.6B and $0.5B by 2020 respectively. The report will explain the market’s dynamics and give an overview of all segments and key markets. It will also provide market data in terms of revenues, units and wafer starts for all the different segments, including market share.
2.5D heterogeneous and 3D wafer-level stacking are reshaping the packaging landscape.
More information on that report at https://www.i-micronews.com/advanced-packaging-report/product/p2-5d-3d-tsv-wafer-level-stacking-technology-market-updates-2019.html
We are in the big transition from HDD to Flash based SSD drive for intensive data storage industry. This presentation overviews Flash Memory basics, and why it is happening now. This also mentions beyond 3D-NAND Flash memory candidates.
HAMR, HDMR, DuraWrite, SHIELD, RAISE sind Technologien, mit denen Seagate der stetig wachsenden Datenmenge in Unternehmen entgegen tritt. Im Webinar erfahren Sie direkt vom Hersteller, was sich dahinter verbirgt.
Similar to Storage Class Memory: Learning from 3D NAND (20)
Its time to memorize everything about Object Storage from this exciting chart from A to Z. Later, get ready to take the fun quiz Here is the link: https://itblog.sandisk.com/object-storage-quiz/
RAID protects disk drives, not data. Yet RAID rebuild times have become an unmanageable liability. RAID is an equal opportunity failure risk for any vendor's high-capacity drives deployed at scale.
In cases of data loss, erasure coding is an alternative form of data protection in which data is broken into fragments and stored across a set of different locations or storage media, like object storage
RAID configurations protect disk drives, but it doesn't really protect data. Learn how erasure coding protects data without the limitations of current data protection options
Watch the full webinar here: http://bit.ly/1TUuUCK
When considering flash storage, there are many misconceptions and outright myths. Especially when equating consumer-grade flash (USB sticks) to enterprise-grade SSDs. In this webinar SanDisk Chief Architect, Adam Roberts, will discuss 5 myths of flash storage and highlight what you need to look out for when choosing a storage device to accelerate your data center storage. This webinar will cover:
1.Data Protection
2.Power Fail Protection
3.Temperature Throttling/Overheating
4.QoS for Performance
5.SSD Endurance
Stay tuned for future webinars which will look at the benefits of flash beyond performance…busting a few more myths on flash.
All-Flash Versus Hybrid VMware Virtual SAN™: Performance vs. Price Western Digital
Learn how flash storage and VMware Virtual SAN 6 can help drive IT infrastructure consolidation for better business outcomes. Watch the full webinar here: http://bit.ly/1UbDNKF
Mission-critical databases and business applications serve as the lifeline of many organizations. Therefore, performance is tantamount. In this webinar we’ll review a recent ESG study that confirms running VMware Virtual SAN cluster with SanDisk SSDs easily accommodates the performance and cost requirements of an enterprise-class virtualized OLTP database environment and delivers a better price/performance at the same time. Join Patric Chang, SanDisk Technical Marketing Manager, Jack Poller, ESG Analyst and Jase McCarty vExpert from VMware to learn:
1. Key features, highlights and benefits of VMware Virtual SAN 6
2. Hybrid and All-Flash Virtual SAN Configurations with SanDisk SSDs
3. Performance results (NOPM) of Hybrid and All-Flash VSAN
4. Price/performance and comparisons between Hybrid and All-Flash Virtual SAN configurations
The All-Flash SAP HANA Solution: Performance, Economics, and Reliability Western Digital
Watch the full webinar here: http://bit.ly/1UOoqbo
In this webinar members from Lenovo and SanDisk will introduce you to a high density SAP HANA solution. In this webinar you will learn how moving to an all-flash solution enables significant cost savings, efficiency gains, and removes complexity. Experts from Lenovo and SanDisk will show you how this solution delivers:
•82% reduction in overall sub-system power and cooling requirements
•20% reduction in hardware footprint
•Removal of multi-storage tier complexity
•Removal of cache tier and costly cache software licenses
•Elimination of wasted capacity
Learn how embracing an all-flash solution provides superior durability, better data protection, efficient use of existing capacity, and performance gains that will transform your business critical applications.
Consolidation on Flash- Hardware for Nothing, Get Your Flash for Free (I want...Western Digital
By now, Tier 1 apps deployed on flash is ubiquitous. However, Tier 2 apps often remain relegated to spinning media. This presentation explains the economics of consolidating on flash. Owing to the SQL Server core licensing model, licensing a 2-socket commodity server can cost up to $500,000 or more! Consolidating instances on flash can—and does—save hundreds of thousands to millions of dollars. This presentation provides real-life case studies showing such real-life savings.
5 Tips to Building a Successful Big Data StrategyWestern Digital
Watch the full webinar here: http://bit.ly/1Yqr5Lz
Companies are seeking ways to leverage big data and analytics to improve business operations or create new revenue streams. But where do you begin? Join Janet George, SanDisk Chief Data Scientist, as she shares the biggest challenges companies face when first analyzing their data, common mistakes and 5 tips on how to build a successful big data strategy.
Flash Stories: How Customers Make Smarter Decisions FasterWestern Digital
Watch the full webinar here: http://bit.ly/1Q2thar
Every second counts in the data center. When storage latency prevents you from meeting SLAs or improving data center efficiency, solid-state memory can be used to meet a variety of needs. Join Rob Callaghan, as he shares real customer stories on how they were able to virtualize SQL servers, reduce search queries, and improve QoS by leveraging SanDisk flash technology. You’ll learn the unique architecture advantages of flash storage and the broad range of SanDisk solutions that have helped customers dramatically improve application performance while reducing capacity challenges and cost.
Flash & Open Source: Creating New Possibilites in the Data CenterWestern Digital
Watch the full webinar here: http://bit.ly/1Xo9x33
As data continues to grow exponentially, datacenters are challenged with how to manage the increase in data complexity with on-demand access. When there isn’t a good solution to meet the need, Open Source and Flash are at the heart of solving these challenges by enabling companies to create scalable, agile and cost-effective datacenters. Join SanDisk’s Nithya Ruff, Open Source Strategy Director, as she outlines the use-cases for Open Source, and how to leverage the powerful combination of Open Source and flash technology to enable easy scaling, fast deployment of new services and improved user experiences and QoS.
On-Demand Presentation: https://www.brighttalk.com/webcast/12587/177413
Deploying All-Flash Cloud Infrastructure without Breaking the BankWestern Digital
Watch the full webinar here: http://bit.ly/1PsFrUo
As the amount of data companies generate and consume increases year over year, cloud computing is becoming more relied upon to help businesses improve efficiencies and reduce costs. However, the challenge is maintaining a balance between performance, capacity and cost for the varying types of workloads. Join Venkat Kolli as he discusses how to achieve flexibility and performance at economies of scale with the only all-flash storage solution specifically tuned for OpenStack environments.
Recorded Presentation: https://www.brighttalk.com/webcast/12587/175373
Watch the live webinar here - http://bit.ly/24Pr3N7
The growth of data has put a strain on data center performance and efficiency. Solid-state-devices (SSD) are playing a significant role in increasing storage speeds and performance – but it’s not a simple plug and play solution. Join Adam Roberts, Chief Solutions Architect at SanDisk, to learn 5 tips to consider when looking to improve storage performance and data center efficiency with flash.
Presented at LinuxCon 2015
----------------------------------------------------------
Change is in the air. The data center of today is tackling new workloads like big data, cloud computing, social and mobile. Nithya Ruff, Director of SanDisk's Open Source Strategy Office, explains why the disruptive combination of flash storage and open source will move the needle to a new data center.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
Threats to mobile devices are more prevalent and increasing in scope and complexity. Users of mobile devices desire to take full advantage of the features
available on those devices, but many of the features provide convenience and capability but sacrifice security. This best practices guide outlines steps the users can take to better protect personal devices and information.
Removing Uninteresting Bytes in Software FuzzingAftab Hussain
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
Alt. GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using ...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
Elevating Tactical DDD Patterns Through Object CalisthenicsDorra BARTAGUIZ
After immersing yourself in the blue book and its red counterpart, attending DDD-focused conferences, and applying tactical patterns, you're left with a crucial question: How do I ensure my design is effective? Tactical patterns within Domain-Driven Design (DDD) serve as guiding principles for creating clear and manageable domain models. However, achieving success with these patterns requires additional guidance. Interestingly, we've observed that a set of constraints initially designed for training purposes remarkably aligns with effective pattern implementation, offering a more ‘mechanical’ approach. Let's explore together how Object Calisthenics can elevate the design of your tactical DDD patterns, offering concrete help for those venturing into DDD for the first time!
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...SOFTTECHHUB
The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing.
One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.
Dr. Sean Tan, Head of Data Science, Changi Airport Group
Discover how Changi Airport Group (CAG) leverages graph technologies and generative AI to revolutionize their search capabilities. This session delves into the unique search needs of CAG’s diverse passengers and customers, showcasing how graph data structures enhance the accuracy and relevance of AI-generated search results, mitigating the risk of “hallucinations” and improving the overall customer journey.
Communications Mining Series - Zero to Hero - Session 1DianaGray10
This session provides introduction to UiPath Communication Mining, importance and platform overview. You will acquire a good understand of the phases in Communication Mining as we go over the platform with you. Topics covered:
• Communication Mining Overview
• Why is it important?
• How can it help today’s business and the benefits
• Phases in Communication Mining
• Demo on Platform overview
• Q/A
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...Neo4j
Leonard Jayamohan, Partner & Generative AI Lead, Deloitte
This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.
3. combined marketshare - storage leader (maybe show the chart that compares our combined revenue to other storage companies)
JOHN: Have HP picture fill page with the title The Machine, then click and have it fade away and the other two appear and fill the page with a new title “The Future”. Make the RSA graphic prettier so it matches their style. The RSA should be on the right and the other picture on the left, both need to be bigger than they are now.
Use VN cell size !!!!
And as we look at the landscape of memory, it is clear that DRAM pricing is a barrier to it becoming a solution to this problem. DRAM, like 2D flash has hit a lithographic scaling physical limit and isn’t able to provide a cost effective solution to architects trying to deal with this Big Data problem. And NAND, while it continues to scale and provide ever more affordable highly responsive storage, doesn’t meet the latency required to keep these data hungry CPUs satisfied. Thus we have see the rise of a new class of memories, dubbed “storage class memory”. This set of technologies provides power and cost efficient memories with latencies in the hundreds of nanoseconds that will both extend CPU cache miss memories while also providing cost efficient DRAM replacement in some applications.
Flash has been able to keep pace with semiconductor scaling, changing nodes every 13 to 18 months, while moving from single-bit to MLC to three-bit per cell technology.
This has allowed flash memory to outpace Moore’s law and reduce cost over 50,000X over the last 20 years.
It’s now well-publicized that the scaling pace of planar, or 2D, NAND flash is slowing due to lithography challenges and other device limitations introduced at these extremely dense nodes. There are quantum effects due to the limited electrons, intercell capacitive coupling, and disturb effects from ordinary flash operation.
3D Flash is now taking the lead in furthering the economic gains of memory scaling now by building layers of flash memory cells in the vertical direction. The adverse affects previously mentioned are counteracted by the fact that this scaling can be done economically even at relaxed lithography nodes as I will go through in the next couple slides.
While 3D NAND is the focus of most product development at the time, it should be noted that 2D memories still supply the majority today’s flash market while delivering better economics. Comparisons of 15nm X3, or TLC, memories to their 32 layer 3D counterparts show very competitive costs and are delivering competitive products to the market.
Without new applications driving flash consumption, Moore’s law doesn’t drive a growing business
In order to sustain Moore’s law, significant innovation is needed in our memory and system development
We need an analogy that compares the # of wafers produced with really tall things. He’ll do it in a 4 part build where he shows a huge pile of wafers on the left, then says…”In 2016 the number of wafers produced by SanDisk would be as tall as?”
Eiffel Tower (add the number of feet it is)
Burj Khalifa (2,717 feet)
Mount Fuji (12,388 feet)
Mt Kilimanjaro (19,340 feet)…
This is the big AHA cause that’s how many wafers they produce in one year!
We need an analogy that compares the # of wafers produced with really tall things. He’ll do it in a 4 part build where he shows a huge pile of wafers on the left, then says…”In 2016 the number of wafers produced by SanDisk would be as tall as?”
Eiffel Tower (add the number of feet it is)
Burj Khalifa (2,717 feet)
Mount Fuji (12,388 feet)
Mt Kilimanjaro (19,340 feet)…
This is the big AHA cause that’s how many wafers they produce in one year!