The present invention provides a device for decentralized machine learning, the device comprising: an access control unit for controlling an access of a remote device to the device, a hardware security gate for checking a hardware integrity of the device, and a quality filter unit for filtering data provided for decentralized machine learning, wherein the access control unit and the quality filter unit are implemented on an FPGA.