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Morpheo: Traceable Machine Learning on Hidden data

Abstract · Apr 17, 2017 16:24 ·

building morpheo intelligence medical prediction france camille platform fields medicine cs-ai cs-cr cs-dc stat-ml

Arxiv Abstract

  • Mathieu Galtier
  • Camille Marini

Morpheo is a transparent and secure machine learning platform collecting and analysing large datasets. It aims at building state-of-the art prediction models in various fields where data are sensitive. Indeed, it offers strong privacy of data and algorithm, by preventing anyone to read the data, apart from the owner and the chosen algorithms. Computations in Morpheo are orchestrated by a blockchain infrastructure, thus offering total traceability of operations. Morpheo aims at building an attractive economic ecosystem around data prediction by channelling crypto-money from prediction requests to useful data and algorithms providers. Morpheo is designed to handle multiple data sources in a transfer learning approach in order to mutualize knowledge acquired from large datasets for applications with smaller but similar datasets.

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