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If Big Data is beautiful, then Machine Learning is pure magic!

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By now, you must have understood my slight obsession towards machine learning (ML). Well, it is pretty apparent, by the way; I tend to always probe into the ML usage and related aspects in my interviews. 

Fluke Accelix

Lately, during a conversation, I spoke to Oliver Sturrock, CTO at Fluke Digital Systems. Oliver leads the engineering unit at Fluke accountable for constructing their interconnected reliability framework, called Accelix. Their goal is to clamp machine learning health data reservoirs and facilitate predictive analysis.

We conversed about Fluke’s advancement and how they have been handling the tools because it hasn’t been that long since the whole setup shifted into the cloud. 

Oliver affirmed that they have been working and stated a few facts on how ML helps in measurement of data combined with the right algorithms are helping in mimicking a person’s decades-long “tribal knowledge.” And how it has been enabling them to predict equipment failures and helping schedule resources and maintenance for care ahead of time. 

Though there are considerations…

To begin with, the technology explanation can’t skim like magic. When you notice a black box, all you can do is react to what it decides. 

That’s just the kind of scenario that interests numerous clients, forcing them to stick to their direct contact with data. In order to embrace a new solution, one needs to be able to trust them, and the quality of incoming data is the key part of the trust.  

OEMs are printing big data clusters that describe what their assets look like when functioning normally. Systems like Fluke Accelix should be set to incorporate all that data into their model and correspond it to field situations, baselines at structure, etc. 

But Oliver called out that there are a lot of environmental aspects to account for, from the difference in the performance to how well it has been maintained. So, Fluke aims to cover 80% of the course there with out-of-the-box data, and then the remaining 20% has to come from infield understanding.

This implies even if you encounter a black box, you need to work on it to make it as see-through as possible so that it’s not the box but you who gets the right to take the decision. 

What I feel the only frustration companies would encounter or are bound to encounter is the proprietary data streams that don’t API. I believe it shouldn’t be that way. Instead, it should be built around APIs and interconnectedness for better results.

With that said, Oliver empathizes that Fluke has to encounter such an environment and how bad he feels that Fluke can’t possibly build every type of analytics and data monitoring that’s ever going to be needed. But he also asserts that he believes Fluke surely has a role in bringing all together at one place down the lane. 

I believe there’s a very valiant future ahead of us. I value that the systems around me are getting safer, irrespective of where I go. Easier maintenance and reliable SAFER operating conditions are surely leading to a better world. 

Listen to the entire recorded conversation between Oliver Sturrock myself, or at the Connected Reliability pages on Fluke.com.

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Rebounding for the data-driven fate with FPGA and eASICS

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Field Programmable Gate Array Technology

Data is now the new driving force of the modern world. How well your business performs or what its rank could be on the performance list entirely depends on how you leverage the data available, involving emerging tools such as ML, AI, and cloud! Such forces have, in turn, lit up a stand for Field Programmable Gate Arrays (FPGAs). 

Lately, I have had a great fortune to sit down and have an in-depth discussion with Jim Dworkin, the senior director of the cloud business unit in the Programmable Solutions Group at Intel. During our discussion, even Jim asserted that in order to unlock the potential of data, we need to embrace the latest FPGA technology. 

Further, having the modern architecture out into the right place now could easily uncover the paths to get things right. Perhaps, we need to educate ourselves on the ‘hardwiring’ of data flow to ensure we can appropriately leverage the power of data, speed time to market, diminish the costs of ownership, and a lot more that could take the businesses to new heights. 

For example, the technology Intel has been offering has virtually evolved “off-the-shelf”, so competent than ever before that it can now solve specific infrastructure or business problems.

With the embracement of FPGA latest technology and eASICs(the Intel tech discussed above), there has been an acceleration in infrastructure use cases (SmartNICs). So, what is SmartNICs? Well, SmartNICs is a programmable accelerator. It holds the capability to centre all the networking data with the utmost security and proffering storage flexibility and efficiency at the same time. 

Having SmartNIC onboard businesses hold enough power to handle more refined infrastructure workloads using cloud hosts, churning of wastage of time, and saving more resources. Besides, SmartNICs also furnish great value towards nurturing virtualized assistance, such as multi-tenant shared cloud and more.

Perhaps with hyper-scalers’ mushrooming, the overhead of network infrastructure might turn daunting. But the applications of FPGA have helped manage that. 

Apart from this, Intel has also come up with FPGA cloud SmartNIC platforms that replicate the hyper-scalers’ used architectures. So, how does it operate? 

This platform integrates Intel high-performance Stratix 10 FPGA with an Intel Xeon D processor that works together on the SmartNIC card, enabling virtual switching by offering the Tier-2 data centres a mass-market solution. 

Intel has also been heavily sponsoring more efficient AI via recommender systems and natural language processing. It has even established a more robust form of FPGA, which is able to interpret voice coder inputs. 

Jim contends that the enactment of a GPU manages to be modal and established on the micro-architecture constructed around it, irrespective of their power. Therefore if it shifts from an optimization point, latencies might rise, negatively impacting the performance of speech processing. 

FPGA applications are virtually inexhaustible, particularly with FPGA transition reaching up to par with software programming in ease of usage. 

Jim is optimistic about exploding evolution. He believes people wouldn’t be asking what SmartNIC platforms are. Instead would be keener towards knowing how transformative it could be. But if you ask me, I would still say the real excitement lies in accessing Intel’s technology and then jumping to Microsoft Azure to revise and enjoy leaner and faster service completely.

With his extensive product knowledge of large-scale integration work, Jim puts it; we must decode problems at a strategic level and not in a microcosm.

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Conversation With Jim Dworkin, Senior Director Cloud Business Unit, Intel PSG

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I recently had the opportunity to catch up with Jim Dworkin, who is the Sr. Director of Cloud Business Unit at Intel PSG, to discuss the recent news, insights, FPGA trends, and offerings surrounding Field Programable Gate Arrays (FPGAs) from Intel and related topics such as Data Centres, Infrastructure from Servers to Networks, to the Internet of Things, Edge networking  Artificial Intelligence, compute and much more.

In this episode of our podcast show, Jim and I delve into a wide range of business and technology insights around how key CXO and Senior Business & Technology decision-makers can obtain immediate real-world business benefits by taking advantage of the tremendous technology and supporting ecosystem or partners, integrators, and others and Intel teams globally – this show covers many recent trends in FPGA is you can not miss, please do tune in it today!

Here are a few of the important points from our show:

  1. Latest macro FGPA Trends driving development/adoption of FPGAs/eASICs

We kick off with Jim sharing insights around what he and his team at Intel are currently seeing worldwide, as far as the latest macro trends driving the development/adoption of FPGAs/eASICs are concerned.

Jim also clarifies what an FPGA is, what Intel’s eASICS are, and where they each fit in the respective spaces around development, design, implementation, going into production, and more – a phenomenal overview to set the scene for this fantastic discussion.

  1. Obstacles & happenings around the adoption of FPGAs/eASICs and market readiness

I ask Jim to share his take on the key hurdles & opportunities he and his team at Intel PSG, and related teams at intel, are seeing worldwide concerning the uptake and adoption of FPGAs/eASICs and market readiness.

  1. How Intel customers/partners see success with FPGAs/eASICs

Jim gives us an extraordinary briefing level summary of how Intel customers and partners see success with FPGAs/eASICs, as well as some great actionable takeaways listeners can put in place within their own organisations to gain real business and technology benefits over a wide range of key areas in both Information Technology as well as Operational Technology systems and environments.

This conversation covers a broad range of news and detail about Intel’s FPGA solutions business, and technology decision-makers should pay attention. PushPLAY now and tune into this great conversation. If you have any questions, reach out at any time via any of the usual channels such as Facebook, LinkedIn, Twitter, and others. We’d love to start a conversation and perhaps connect you with the best people at Intel to support your organisation’s outcomes.

This podcast covering Intel FPGA News was created in association with Intel.

Explore:

 Intel® FPGA Homepage: https://intel.ly/3gRRXm5

– Real-Time Text To Speech Synthesis Using Intel® Stratix® 10 NX FPGA (Video): https://intel.ly/37pjDLS

– Real-Time Text To Speech Synthesis Using Intel® Stratix® 10 NX FPGA (White Paper): https://intel.ly/3mo5PW3

– Pushing AI Boundaries with Scalable Compute-Focused FPGAs (White Paper): https://intel.ly/3gRZLnI

 

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Telecom Security Innovations will allow telcos to offer security

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Telecom Security Innovations & Services

It’s an exciting time to be involved in telecommunications. We have witnessed a major push towards remote work this year and telecom companies, both on the provider and supplier side, are scrambling to meet new demands. The growth is being driven by an exponential bump in traffic from both human and IoT footprints. To add to it all, many telcos are gearing up to launch 5G services as well – but, like all things in life, it’s a mixed bag.

The rise in digital activity across the globe has also been accompanied by a nearly unbelievable surge in cyberattacks, much of which is highly sophisticated and increasingly targeted at enterprise rather than individuals.

Many organisations and business leaders had a tough time in 2020 dealing with a relentless spate of virus, ransomware, phishing, and DDoS attacks. For their part, telecom providers have been forced to reconsider the limitations that come with legacy infrastructure, especially when it comes to ensuring the security of mission-critical data.

Also consider the sheer scope of change in business models for carriers and providers, if they could finally move away from their pitched battle around pricing. By offering high-value, premium security solutions that guarantee peace of mind, the telecom industry can create something customers will be willing to pay a higher price for: reliability.

The need to rethink security from an infrastructure perspective

The complexity of security issues has moved beyond ‘gatekeeping’ firewall solutions in the core. Think about it. Legacy security solutions are largely based on sampled traffic. The traditional firewall sits in the core network and is generally too busy dealing with high traffic volumes to do much beyond a basic source-destination check – leaving the network vulnerable to malicious content housed undetected in particular packets of communication.

These solutions are typically slow to detect and mitigate the kind of advanced attacks that are increasingly prevalent in 4G networks and will be “de rigour” in 5G. While enterprise networks can be enmeshed in multiple layers of security, that technique is simply not tenable for telecom networks that have too many connections going in every possible direction to be effectively protected.

The problem gets magnified and compounded for 5G. Picture the huge variety of devices feeding into the networks, ranging from very high-speed mobile broadband to numerous complex and connected IoT devices, vehicles, autonomous drones and more. To put this in perspective, each of these devices is estimated to generate 20-gigabits of traffic per second that all needs to be routed and checked for security. In the case of an attack, the volume of data generated can increase manifold and significantly stress system resilience.

Telco Security Innovations initiative takes security to the next level

Telcos understand this only too well. And it’s not surprising that in recent surveys, the need for advanced security in the manufacturing of application delivery controllers trumped evergreen asks from telecom providers like lower latency, higher capacity, and throughput.

This is why I was so excited to talk with Folke Anger, Head of Solution Line Packet Core, Ericsson Digital Services and Yasir Liaqatullah, Vice President Product Management, A10 Networks to discuss an interesting innovation around the security of 5G Core technologies – the Packet Core – a high-performance cloud-native firewall.

Building security into the DNA of 5G Core infrastructure

With CSPs moving from centralised data centres to edge cloud, the threat landscape has evolved to a point where attacks need to be mitigated as they arise. This means bringing down the scale of response time from minutes or seconds to milliseconds. That’s physically impossible to achieve on legacy infrastructure, so Ericsson thought about the problem differently.

They combined their cloud-native principles with the design of the user plane and built-in its Packet Core Firewall, powered by A10 Networks’ security capabilities, by adding micro-services into the user plane in Packet Core Gateway. The result is a fully integrated security solution that eliminates the need for additional cloud-native functions, separate management or multiple instances.

The Packet Core solution is completely unique in terms of embedding security within the data plane. It’s fully automated and backed by ML in the form of artificial intelligence. It also requires minimal human intervention – all of which result in millisecond level mitigation of even advanced threats.

Opening up a new horizon for telecoms and carriers

The implication of security built into the DNA of the 5G infrastructure is huge for the telecommunication industry.

For one, the resiliency brought in by an integrated security solution ensures that the infrastructure is strong enough to reconfigure and re-spawn itself in case of an attack and continue to function with minimal impact on latency.

It also offers granular security by monitoring all connections with full visibility and can detect threats as they appear and take corrective action – ensuring minimal human intervention and mitigation of attacks in milliseconds. It’s integrated with automation systems and can easily scale to keep pace with higher traffic volumes.

Implementing an integrated security solution will result in lower TCOs for service providers. That, by itself, should be a huge benefit for companies negotiating various partnerships to negotiate the high costs of implementing 5G infrastructure. But it holds out scope for something much more important.

In effect, this innovation can finally offer what telecoms and carriers have been craving for years – a solid differentiator in terms of the value they offer to customers. The pricing battle that telecoms and carriers have been stuck in for years can finally end as they choose to evolve to offer more premium offerings to meet the core demand of many customers on faster networks – complete, reliable security in mission-critical applications.

Eventually, we might see security-as-a-service being bundled as a value add-on to service packages, but given the current threat landscape, security can be the differentiator that sets apart exceptional enterprise service providers from the rest.

I want to thank Folke Anger and Yasir Liaqatullah, and all the wonderful people at Ericsson Digital Services for making this interview possible. Please tune in to the conversation at the link below, and use the other resources to learn more about the technology and innovations we discussed.

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