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CREATING AND MANAGING MACHINE LEARNING MODELS IN A SHARED NETWORK ENVIRONMENT

机译:在共享网络环境中创建和管理机器学习模型

摘要

A distributed system includes a model engine coupled to a data source storing training data and to a data source storing testing data. The model engine is being operated in accordance with a smart contract to enable entities to collaboratively produce a model based on the training data using blockchain infrastructure. Contributions of each entity are entered into a ledger of the blockchain as blocks. The model engine is configured to provide a model that utilizes the data based on criteria specified by an entity and configured to track and post changes to the model or data to a ledger of the blockchain according to the smart contract and configured to generate encrypted keys to enable the entities to exchange the tracked changes to the model or data and to exchange an updated model.
机译:分布式系统包括模型引擎,该模型引擎耦合到存储训练数据的数据源和存储测试数据的数据源。模型引擎正在根据智能合约进行操作,以使实体能够使用区块链基础结构基于训练数据来协作生成模型。每个实体的贡献作为块输入到区块链的分类账中。模型引擎被配置为提供一种模型,该模型基于实体指定的标准来利用数据,并被配置为根据智能合约跟踪对模型或数据的更改并将其发布到区块链的分类帐中,并配置为生成加密密钥以使实体能够交换对模型或数据的跟踪更改并交换更新的模型。

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