How Will the Emergence of 5G Affect Federated Learning?

GUEST WRITER | April 10, 2020

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As development teams race to build out AI tools, it is becoming increasingly common to train algorithms on edge devices. Federated learning, a subset of distributed machine learning, is a relatively new approach that allows companies to improve their AI tools without explicitly accessing raw user data. Conceived by Google in 2017, federated learning is a decentralized learning model through which algorithms are trained on edge devices. In regard to Google’s “on-device machine learning” approach, the search giant pushed their predictive text algorithm to Android devices, aggregated the data and sent a summary of the new knowledge back to a central server. To protect the integrity of the user data, this data was either delivered via homomorphic encryption or differential privacy, which is the practice of adding noise to the data in order to obfuscate the results.

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OTHER ARTICLES

Advantages and Disadvantages of Implementing IoT in Healthcare

Article | March 17, 2020

Given such examples, the Internet of Things (IoT) is seen as a way of living a smarter and safer life and its application is highly encouraged in medical establishments. However, digital transformation in healthcare isn’t without threats. It’s important to weigh all the advantages and disadvantages of implementing IoT systems in healthcare to be able to plan for ways to maximize the pros while mitigating the cons.

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Nokia adds 5G to worldwide IoT network, lets carriers test new sensors

Article | March 17, 2020

Nokia may be best known for cellular phones, but in recent years the Finnish company has focused on networking hardware — the radios and infrastructure that connect cellular devices to the internet. Today, Nokia announced that it’s augmenting its Worldwide Internet of Things Network Grid (WING) with new 5G capabilities, enabling cellular carriers to offer global-scale 5G IoT services to customers without building out their own networks. While that’s a lot of jargon to absorb at once, the gist is that carriers like AT&T and Verizon want to offer business customers the ability to connect small IoT sensors to the internet but don’t necessarily want to spend the money to build the cellular infrastructure the sensors need to communicate. So Nokia offers WING as a global IoT infrastructure, partnering with carriers to sell access on a pay-as-you-go basis.

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Four ways to ensure IoT success

Article | March 17, 2020

Three out of four IoT projects are considered a failure, according to Cisco. This is troubling but even more so when Cisco also found 61 per cent of companies say they believe they’ve barely begun to scratch the surface of IoT can do for their business? Businesses believe in the long-term value offered by integrating IoT into their business plan, however, they lack the knowledge of what is required to ensure the success of such a complex project. By studying past failed projects, technology leaders can gain a better understanding of why they failed and what they can do differently when evaluating and undertaking new IoT initiatives.

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The rise of enterprise in IoT

Article | March 17, 2020

GSMA Intelligence’s principal IoT analyst Sylwia Kechiche explores enterprises’ digital transformation journey. For better or worse, the IoT has captured the public attention. Yet, while news headlines focuses mostly on consumer devices being connected (speakers, cars, fridges, drones), this is just one part of the story. Purely connecting devices is not the IoT end-game. Rather, it is about the data these devices generate, the insights derived and actions taken as a result to create value and benefit consumers, enterprises and wider society. We are now at the point that IoT is real: it has moved beyond novelty factor and proof of concepts. MWC19 witnessed that, but it also left unanswered questions that are still being grappled with.

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MultiTech designs, develops and manufactures communications equipment for the industrial internet of things – connecting physical assets to business processes to deliver enhanced value. Our commitment to quality and service excellence means you can count on MultiTech products and people to address your needs.

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