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Powering AI at the Edge

Taking the step from the Cloud to the Edge

 

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In many scenarios it makes sense to deploy AI solutions at the Edge, rather than in the Cloud. 
The emergence of new specialised Silicon on Chip (SoC) processors, designed for these purposes, is also making this transition ever more feasible. 

But when is it appropriate to make the move – and what steps need to be taken to ensure these deployments are successful? 

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mobica-data-optimisation

Taking the step from the Cloud to the Edge

In our latest guide we discuss when it would be best to choose an Edge AI deployment over a Cloud based solution. We look at scenarios such as the need to lower latency, improve reliability, protect data and system integrity, and reduce costs.

The guide also suggests what businesses should be considering when they transition to the Edge. This includes:

  • Data Optimisation
  • Model Optimisation
  • Device capabilities
  • Extensibility
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It’s now possible for manufacturers to get more out of their existing products with minimal investment, thanks to an emerging confluence of technologies.

A convergence of the Internet of Things (IoT), Machine Learning and Cloud computing is helping to empower products without needing to make significant design alterations.

These changes are enabling manufacturers to open up new revenue streams, reduce costs, futureproof their products and enhance customer satisfaction.

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Seven ways OEMs are enhancing their existing products

In our latest guide, we take a close look at seven simple technology solutions that are enabling manufacturers to dramatically increase the potential of their products. These include:

  • Camera detection
  • Gesture-based user interfaces
  • Voice commands
  • Cloud processing
  • Over-the-air (OTA) updates
  • Abstraction layers
  • Overpowered silicon

This paper explores the possibilities presented by these technologies and the steps needed to achieve success.

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Extracts_

Asset 171

“The added accuracy provided by complex Cloud-based models can be hugely valuable. However, there are plenty of situations in which we just need AI to anticipate and react to problems without delay. If that involves a medical scenario – a problem with a pacemaker for example – an instantaneous decision could save lives.”

“If the AI solution requires vast amounts of data, such as video imagery, to be constantly transferred, a Cloud-based approach may not be as economically viable.”

Asset 172

“Businesses will need to utilise all the available means to optimise the model for the SoC platform, including through quantisation, pruning and hardware acceleration.”

“If video imagery is required for the data inputs, it would be possible to decrease the resolution or use greyscale, rather than full colour. These optimisation techniques can all keep data processing to a minimum.”

Contributors_

Mariusz-Stolarski_
Przemyslaw_krokosz
Mariusz Stolarski
Przemysław Krokosz
Global Head of Technology Office at Mobica
Senior Solutions Architect at Mobica

Exploring the cutting-edge technology of tomorrow and how it reshapes society, Dr Mariusz Stolarski is a technology leader and solution architect, with a PhD in Automatic Control and Robotics. Mariusz has been with Mobica since 2007 and has a wealth of experience covering a span of industries.

He helps organisations of all sizes plan and execute their technology strategies, making the most of their investments by developing innovative solutions. Leading a team of experts, Mariusz ensures successful execution while serving as a member of the Technology Advisory Board, dedicated to bringing the technologies of tomorrow to the world today.

Przemysław brings over 25 years of invaluable experience. Since joining Mobica in 2009, he has been instrumental in technical pre-sales and commercial projects with prestigious clients including BMW, Volkswagen, Vodafone, BT, and the European Space Agency. He actively collaborates with global powerhouses such as OEMs, tier 1 suppliers, and silicon chip manufacturers.

With a Master of Science in Engineering from Warsaw University of Technology, Przemysław is a seasoned professional recognised for his expertise in software development. He actively engages with key stakeholders, driving innovation in areas such as AI, machine learning, electric vehicles, and battery technologies.

Contributors_

Mariusz-Stolarski_
Przemyslaw_krokosz
Mariusz Stolarski
Przemysław Krokosz
Global Head of Technology Office at Mobica
Senior Solutions Architect at Mobica

Exploring the cutting-edge technology of tomorrow and how it reshapes society, Dr Mariusz Stolarski is a technology leader and solution architect, with a PhD in Automatic Control and Robotics. Mariusz has been with Mobica since 2007 and has a wealth of experience covering a span of industries.

He helps organisations of all sizes plan and execute their technology strategies, making the most of their investments by developing innovative solutions. Leading a team of experts, Mariusz ensures successful execution while serving as a member of the Technology Advisory Board, dedicated to bringing the technologies of tomorrow to the world today.

Przemysław brings over 25 years of invaluable experience. Since joining Mobica in 2009, he has been instrumental in technical pre-sales and commercial projects with prestigious clients including BMW, Volkswagen, Vodafone, BT, and the European Space Agency. He actively collaborates with global powerhouses such as OEMs, tier 1 suppliers, and silicon chip manufacturers.

With a Master of Science in Engineering from Warsaw University of Technology, Przemysław is a seasoned professional recognised for his expertise in software development. He actively engages with key stakeholders, driving innovation in areas such as AI, machine learning, electric vehicles, and battery technologies.

Contributor_

Mariusz-Stolarski_
Mariusz Stolarski
Global Head of Technology Office at Mobica

  • Exploring the cutting-edge technology of tomorrow and how it reshapes society, Dr Mariusz Stolarski is a technology leader and solution architect, with a PhD in Automatic Control and Robotics. Mariusz has been with Mobica since 2024 and has a wealth of experience covering a span of industries. He helps organisations of all sizes plan and execute their technology strategies, making the most of their investments by developing innovative solutions. Leading a team of experts, Mariusz ensures successful execution while serving as a member of the Technology Advisory Board, dedicated to bringing the technologies of tomorrow to the world today.

Przemyslaw_krokosz
Przemysław Krokosz
Senior Solutions Architect at Mobica

  • Przemysław brings over 25 years of invaluable experience. Since joining Mobica in 2009, he has been instrumental in technical pre-sales and commercial projects with prestigious clients including BMW, Volkswagen, Vodafone, BT, and the European Space Agency. He actively collaborates with global powerhouses such as OEMs, tier 1 suppliers, and silicon chip manufacturers.

    With a Master of Science in Engineering from Warsaw University of Technology, Przemysław is a seasoned professional recognised for his expertise in software development. He actively engages with key stakeholders, driving innovation in areas such as AI, machine learning, electric vehicles, and battery technologies.

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