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Mashup Score: 5Andrew Soltan on federated learning systems - The Lancet Digital Health in conversation with - 3 month(s) ago
Dr Andrew Soltan joins Dr Lucy Dunbar to discuss the development, testing and deployment of a federated learning system across four UK hospital groups.
Categories: General Medicine News, Future of MedicineTweet
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Mashup Score: 2Collaborative training of medical artificial intelligence models with non-uniform labels - Scientific Reports - 1 year(s) ago
Due to the rapid advancements in recent years, medical image analysis is largely dominated by deep learning (DL). However, building powerful and robust DL models requires training with large multi-party datasets. While multiple stakeholders have provided publicly available datasets, the ways in which these data are labeled vary widely. For Instance, an institution might provide a dataset of chest…
Source: NatureCategories: Future of Medicine, Latest HeadlinesTweet
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Mashup Score: 0Decentralized architecture for AI in medicine - AIMed - 1 year(s) ago
To create real-time, privacy-preserving AI in medicine, applications require a new decentralized computing infrastructure
Source: AIMedCategories: Future of Medicine, Latest HeadlinesTweet
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Mashup Score: 1Security Update: Data That Never Leaves Your Device - 1 year(s) ago
Decentralized training that doesn’t compromise data privacy.
Source: MediumCategories: Future of Medicine, Latest HeadlinesTweet
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Mashup Score: 1Security Update: Data That Never Leaves Your Device - 1 year(s) ago
Decentralized training that doesn’t compromise data privacy.
Source: MediumCategories: Future of Medicine, Latest HeadlinesTweet
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Mashup Score: 1Security Update: Data That Never Leaves Your Device - 1 year(s) ago
Decentralized training that doesn’t compromise data privacy.
Source: MediumCategories: Future of Medicine, Latest HeadlinesTweet
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Mashup Score: 1Security Update: Data That Never Leaves Your Device - 1 year(s) ago
Decentralized training that doesn’t compromise data privacy.
Source: MediumCategories: Future of Medicine, Latest HeadlinesTweet
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Mashup Score: 1Data That Never Leaves Home - 1 year(s) ago
Decentralized training that doesn’t compromise data privacy.
Source: MediumCategories: Future of Medicine, Latest HeadlinesTweet
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Mashup Score: 0What Is Federated Learning in Health Care? And How Should Health IT Teams Prepare? - insideBIGDATA - 1 year(s) ago
In this contributed article, Ittai Dayan, co-founder and CEO of Rhino Health, believes that while traditional machine learning has huge potential for medical researchers, its major shortcoming is the vast amount of centralized data collection that’s required, and the privacy issues this creates. Federated learning has been suggested as a potential solution to this problem. This is a novel ML…
Source: insideBIGDATACategories: Future of Medicine, Latest HeadlinesTweet
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Mashup Score: 0With federated learning, AI's sum is better than its parts - 2 year(s) ago
An artificial intelligence (AI) algorithm trained using a federated-learning approach yielded significant performance improvements in detecting pathology on brain MRI exams, according to research published August 25 in Nature Machine Intelligence.
Source: AuntMinnie.comCategories: Healthcare Professionals, Latest HeadlinesTweet
📢 New podcast out now! @andrewsoltan joins us to discuss the development, testing and deployment of a #FederatedLearning system across four UK hospital groups. @UniOfOxford @OUHospitals Listen here: https://t.co/mshLHGz5oD Read the paper here: https://t.co/D7bPQOtIWp https://t.co/mfx8ChGaE4