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Distributed Grid systems offers a well-defined infrastructure where unused computational resources from other connected machines are harnessed to process/mine data. The process of distributed mining over grid system is still an unsolved problem as there are few unaddressed problems associated with distributed data management itself e.g. poor data redundancy management, distributed storage, and complexity of streamed data. After reviewing existing literatures, it is confirmed that there is no signatory work in this direction which lead to evolution of proposed study aiming for novel architecture of distributed mining over grid. The proposed book offers three significant contributions in the form of architectural-based solution to address this problem of distributed mining. The first study contribution is that it introduces an architectural schema, Second is to introduce architecture of distributed mining, Third a study contribution which is an optimized architecture for distributed mining with Machine learning.