|By Adrian Bridgwater||
|November 23, 2012 10:00 AM EST||
Big Data is everywhere. Predictive analytics and real time in-memory computing isn't everywhere.
This truth (if we can accept it to be so) represents something of an imbalance.
As a subset of data mining, predictive analytics driven by in-memory computing efficiencies now has an opportunity to bring real-time analysis and insight to fast-moving live transactional data flows. Or to put it another (rather shorter) way, we can now start to manage and understand Big Data better than ever.
Application use cases here might typically include:
- Climate simulation
- Oil exploration
- Financial analysis and scientific research
- Telecommunications, to name but seven good examples
If we combine contemporary approaches to predictive analytics with the newly arrived Intel Xeon Phi coprocessor that produces what is claimed to be over one teraflop per second in terms of workload computational power for highly-parallel workloads, then CIOs can start to think about what "50-processor core computing" will mean for us in the very near future.
Pushing forward in this space is SAP with its HANA in-memory computing appliance and platform. The firm is openly partnering with HP, Oracle, Cognizant and variety of other big (and smaller specialist) players to form strategic alliances that will help further the uptake of this kind of technology.
Why Is Analytics Working Better?
Part of the reason that in-memory predictive analytics intelligence is now becoming so important and much easier to bring to bear is hardware related and part of it is a software-related development.
On the hardware end, Intel has worked to sharpen data throughput between memory and processor cores. This means that work that goes on right in the heart of the machine that might have traveled at around five Gigabytes per second (Gbps) five years ago, now has a chance to move at 100 Gbps. On the software end, firms like HP and SAP have been working to produce what are typically referred to as "business process solutions" that can produce "context-aware experiences" to enable one sense-and-respond scenarios and, therefore, faster and more personalized interactions with customers.
As a matter of interest, HP also works to provide datacenter services to SAP that support its enterprise-wide hosting solutions for e-business applications - but that's another story.
In terms of actual application solutions running on SAP HANA, new products include the SAP Liquidity Risk Management application, the SAP Accelerated Trade Promotion Planning application and SAP Operational Process Intelligence software.
"These innovations show how SAP is rapidly delivering real-time, data-centric and industry-specific applications on the SAP HANA platform," said Dr Vishal Sikka, member of the SAP executive board for technology and innovation.
To take one example, SAP Liquidity Risk Management aims to provide banks with the ability to perform real-time, high-speed liquidity risk management and reporting on very large volumes of cash flows. In future then, banks will be able to instantly measure key liquidity risk ratios (such as the Basel III liquidity coverage ratio) and cash flow gaps to resolve potential liquidity bottlenecks. The application aims to allow banks to apply different stress scenarios, such as adjusted run-off rates and bond haircuts, to gain a deeper understanding of how market volatility can impact liquidity positions.
Lessons for CIOs
Now you don't have to be a bank CIO or financial analyst to understand the wider importance of this technology, i.e., this is the "harnessing of Big Data" catchline that you've already heard bandied about by countless IT firm's press departments, except now it's really happening.
The lesson for CIOs and the software application developers serving them is that we now have a route to predictive real-time analysis and the power to view billions of stored records and live transactional data at the same time. CIOs should look to their solution architects and business process experts to compose the analytical data models that will drive the next phase of their technology growth.
SAP is not the only firm driving this space, but its work to publicize its competencies in this arena is very prevalent. The fact that SAP pushes many of the interfaces for managing the result of its data analysis to both Apple iPad (and now Windows 8 format) mobile devices may have confounded Steve Jobs at the time, but this is the firm's proof point for showing off its Big Data number crunching applications. One day, quite soon, none of this will be a surprise.
This post first appeared on Enterprise CIO Forum.
In his keynote at 18th Cloud Expo, Andrew Keys, Co-Founder of ConsenSys Enterprise, provided an overview of the evolution of the Internet and the Database and the future of their combination – the Blockchain. Andrew Keys is Co-Founder of ConsenSys Enterprise. He comes to ConsenSys Enterprise with capital markets, technology and entrepreneurial experience. Previously, he worked for UBS investment bank in equities analysis. Later, he was responsible for the creation and distribution of life sett...
Jun. 25, 2016 06:15 PM EDT Reads: 964
There are several IoTs: the Industrial Internet, Consumer Wearables, Wearables and Healthcare, Supply Chains, and the movement toward Smart Grids, Cities, Regions, and Nations. There are competing communications standards every step of the way, a bewildering array of sensors and devices, and an entire world of competing data analytics platforms. To some this appears to be chaos. In this power panel at @ThingsExpo, moderated by Conference Chair Roger Strukhoff, Bradley Holt, Developer Advocate a...
Jun. 25, 2016 05:00 PM EDT Reads: 644
The pace of innovation, vendor lock-in, production sustainability, cost-effectiveness, and managing risk… In his session at 18th Cloud Expo, Dan Choquette, Founder of RackN, discussed how CIOs are challenged finding the balance of finding the right tools, technology and operational model that serves the business the best. He also discussed how clouds, open source software and infrastructure solutions have benefits but also drawbacks and how workload and operational portability between vendors ...
Jun. 25, 2016 04:30 PM EDT Reads: 716
Cognitive Computing is becoming the foundation for a new generation of solutions that have the potential to transform business. Unlike traditional approaches to building solutions, a cognitive computing approach allows the data to help determine the way applications are designed. This contrasts with conventional software development that begins with defining logic based on the current way a business operates. In her session at 18th Cloud Expo, Judith S. Hurwitz, President and CEO of Hurwitz & ...
Jun. 25, 2016 03:00 PM EDT Reads: 1,503
Digital Initiatives create new ways of conducting business, which drive the need for increasingly advanced security and regulatory compliance challenges with exponentially more damaging consequences. In the BMC and Forbes Insights Survey in 2016, 97% of executives said they expect a rise in data breach attempts in the next 12 months. Sixty percent said operations and security teams have only a general understanding of each other’s requirements, resulting in a “SecOps gap” leaving organizations u...
Jun. 25, 2016 03:00 PM EDT Reads: 953
In his general session at 18th Cloud Expo, Lee Atchison, Principal Cloud Architect and Advocate at New Relic, discussed cloud as a ‘better data center’ and how it adds new capacity (faster) and improves application availability (redundancy). The cloud is a ‘Dynamic Tool for Dynamic Apps’ and resource allocation is an integral part of your application architecture, so use only the resources you need and allocate /de-allocate resources on the fly.
Jun. 25, 2016 02:15 PM EDT Reads: 997
"A lot of times people will come to us and have a very diverse set of requirements or very customized need and we'll help them to implement it in a fashion that you can't just buy off of the shelf," explained Nick Rose, CTO of Enzu, in this SYS-CON.tv interview at 18th Cloud Expo, held June 7-9, 2016, at the Javits Center in New York City, NY.
Jun. 25, 2016 02:00 PM EDT Reads: 959
A strange thing is happening along the way to the Internet of Things, namely far too many devices to work with and manage. It has become clear that we'll need much higher efficiency user experiences that can allow us to more easily and scalably work with the thousands of devices that will soon be in each of our lives. Enter the conversational interface revolution, combining bots we can literally talk with, gesture to, and even direct with our thoughts, with embedded artificial intelligence, wh...
Jun. 25, 2016 01:45 PM EDT Reads: 857
It's easy to assume that your app will run on a fast and reliable network. The reality for your app's users, though, is often a slow, unreliable network with spotty coverage. What happens when the network doesn't work, or when the device is in airplane mode? You get unhappy, frustrated users. An offline-first app is an app that works, without error, when there is no network connection. In his session at 18th Cloud Expo, Bradley Holt, a Developer Advocate with IBM Cloud Data Services, discussed...
Jun. 25, 2016 01:30 PM EDT Reads: 718
19th Cloud Expo, taking place November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, will feature technical sessions from a rock star conference faculty and the leading industry players in the world. Cloud computing is now being embraced by a majority of enterprises of all sizes. Yesterday's debate about public vs. private has transformed into the reality of hybrid cloud: a recent survey shows that 74% of enterprises have a hybrid cloud strategy. Meanwhile, 94% of enterpri...
Jun. 25, 2016 01:15 PM EDT Reads: 1,190
What does it look like when you have access to cloud infrastructure and platform under the same roof? Let’s talk about the different layers of Technology as a Service: who cares, what runs where, and how does it all fit together. In his session at 18th Cloud Expo, Phil Jackson, Lead Technology Evangelist at SoftLayer, an IBM company, spoke about the picture being painted by IBM Cloud and how the tools being crafted can help fill the gaps in your IT infrastructure.
Jun. 25, 2016 12:00 PM EDT Reads: 551
SYS-CON Events announced today that Bsquare has been named “Silver Sponsor” of SYS-CON's @ThingsExpo, which will take place on November 1–3, 2016, at the Santa Clara Convention Center in Santa Clara, CA. For more than two decades, Bsquare has helped its customers extract business value from a broad array of physical assets by making them intelligent, connecting them, and using the data they generate to optimize business processes.
Jun. 25, 2016 11:45 AM EDT Reads: 1,150
"SpeedyCloud's specialty lies in providing cloud services - we provide IaaS for Internet and enterprises companies," explained Hao Yu, CEO and co-founder of SpeedyCloud, in this SYS-CON.tv interview at 18th Cloud Expo, held June 7-9, 2016, at the Javits Center in New York City, NY.
Jun. 25, 2016 11:15 AM EDT Reads: 714
Internet of @ThingsExpo, taking place November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, is co-located with 19th Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. The Internet of Things (IoT) is the most profound change in personal and enterprise IT since the creation of the Worldwide Web more than 20 years ago. All major researchers estimate there will be tens of billions devices - comp...
Jun. 25, 2016 11:15 AM EDT Reads: 1,152
There is little doubt that Big Data solutions will have an increasing role in the Enterprise IT mainstream over time. Big Data at Cloud Expo - to be held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA - has announced its Call for Papers is open. Cloud computing is being adopted in one form or another by 94% of enterprises today. Tens of billions of new devices are being connected to The Internet of Things. And Big Data is driving this bus. An exponential increase is...
Jun. 25, 2016 11:00 AM EDT Reads: 1,274
Machine Learning helps make complex systems more efficient. By applying advanced Machine Learning techniques such as Cognitive Fingerprinting, wind project operators can utilize these tools to learn from collected data, detect regular patterns, and optimize their own operations. In his session at 18th Cloud Expo, Stuart Gillen, Director of Business Development at SparkCognition, discussed how research has demonstrated the value of Machine Learning in delivering next generation analytics to imp...
Jun. 25, 2016 11:00 AM EDT Reads: 466
The 19th International Cloud Expo has announced that its Call for Papers is open. Cloud Expo, to be held November 1-3, 2016, at the Santa Clara Convention Center in Santa Clara, CA, brings together Cloud Computing, Big Data, Internet of Things, DevOps, Digital Transformation, Microservices and WebRTC to one location. With cloud computing driving a higher percentage of enterprise IT budgets every year, it becomes increasingly important to plant your flag in this fast-expanding business opportuni...
Jun. 25, 2016 10:30 AM EDT Reads: 1,217
Creating replica copies to tolerate a certain number of failures is easy, but very expensive at cloud-scale. Conventional RAID has lower overhead, but it is limited in the number of failures it can tolerate. And the management is like herding cats (overseeing capacity, rebuilds, migrations, and degraded performance). Download Slide Deck: ▸ Here In his general session at 18th Cloud Expo, Scott Cleland, Senior Director of Product Marketing for the HGST Cloud Infrastructure Business Unit, discusse...
Jun. 25, 2016 10:30 AM EDT Reads: 810
Cloud computing is being adopted in one form or another by 94% of enterprises today. Tens of billions of new devices are being connected to The Internet of Things. And Big Data is driving this bus. An exponential increase is expected in the amount of information being processed, managed, analyzed, and acted upon by enterprise IT. This amazing is not part of some distant future - it is happening today. One report shows a 650% increase in enterprise data by 2020. Other estimates are even higher....
Jun. 25, 2016 10:15 AM EDT Reads: 1,211
The cloud market growth today is largely in public clouds. While there is a lot of spend in IT departments in virtualization, these aren’t yet translating into a true “cloud” experience within the enterprise. What is stopping the growth of the “private cloud” market? In his general session at 18th Cloud Expo, Nara Rajagopalan, CEO of Accelerite, explored the challenges in deploying, managing, and getting adoption for a private cloud within an enterprise. What are the key differences between wh...
Jun. 25, 2016 10:00 AM EDT Reads: 653