9 knowledge café summary

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In his presentation entitled: “FInES Research Roadmap 2025 Knowledge Café Summary”, Mr. Michele Missikoff presented the objectives of the FInES RR Knowledge Café. He discussed the dimensions (Knowledge, Functional, Engineering), Scince Base and Future Technologies of the FInES.

FInES Research Roadmap 2025 Knowledge Café Summary Michele Missikoff Task Force Coordinator October 2011

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HAVE A PRODUCTIVE KC ... BE VISIONARY! •••

"Machine learning algorithms require significant amounts of training data which has been centralized on one machine or in a datacenter so far. For numerous applications, such need of collecting data can be extremely privacy-invasive. Recent advancements in AI research approach this issue by a new paradigm of training AI models, i.e., Federated Learning. In federated learning, edge devices (phones, computers, cars etc.) collaboratively learn a shared AI model while keeping all the training data on device, decoupling the ability to do machine learning from the need to store the data in the cloud. From personal data perspective, this paradigm enables a way of training a model on the device without directly inspecting users’ data on a server. This talk will pinpoint several examples of AI applications benefiting from federated learning and the likely future of privacy-aware systems."

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Where is your information? Really - where is your information. We understand the pearls and challenges of managing our content within our own systems - built what about the information on the edge of our systems? IoT has showed us that this may be the most fragile component of our eco-system. And FOG computing shows us that we may not even know about some of our own systems. We will review these technologies and the challenges they bring.

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Information technology (IT) is the application of computers and internet to store, retrieve, transmit, and manipulate data, or information, often in the context of a business or other enterprise. IT is considered a subset of information and communications technology (ICT). In 2012, Zuppo proposed an ICT hierarchy where each hierarchy level "contain some degree of commonality in that they are related to technologies that facilitate the transfer of information and various types of electronically mediated communications." Business/IT was one level of the ICT hierarchy.

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