Abstract: A computer-implemented method for training a machine learning model, the method comprising: obtaining a machine learning model comprising a plurality of computational layers, the layers being arranged such that outputs from one or more of the layers serve as inputs to other ones of the layers; identifying one or more of the layers as comprising one or more functions that are not compatible with a homomorphic encryption scheme; replacing the one or more functions with alternative functions, wherein the alternative functions are functions that are compatible with the homomorphic encryption scheme and which provide an approximation of the respective functions that they replace; and sending the model to a third party to train the model using a set of training data.

Abstract: A method and system is disclosed for enforcing at least one privacy policy in relation to user data, the system comprising: a user system, a broker system, and a service provider system, the user system being operable to: encrypt the user data using a symmetric encryption algorithm and an encryption key generated in dependence on said at least one privacy policy and a master key associated with the user system; and transmit the encrypted user data to the service provider in the form of a digital container that includes the encrypted user data and said at least one privacy policy; and the broker system being operable to: receive a request from the service provider to access the user data, the request including said at least one privacy policy; verify that the request complies with said at least one privacy policy; and if so, regenerate the encryption key in dependence on the master key and at least one privacy policy supplied by the service provider, whereby the service provider system is able to decrypt the u

Abstract: A system and method for secure transport of data, the method comprising: sharing of key information with a key distributor, wherein the key information is for enabling decryption of first and second encrypted data, the key distributor being for making one or more decryption keys available to an authorized user; creating a container object, the container object comprising: first encrypted data having a first encryption based on at least a part of said key information; second encrypted data having a second encryption based on at least a part of said key information, wherein the first encryption is different to the second encryption; and metadata relating to the first encrypted data and the second encrypted data; and sending the container object to a data store or otherwise making the container object available, to allow user access to said data container object.

Abstract: A system and method for secure transport of data, the method comprising: sharing of key information with a key distributor, wherein the key information is for enabling decryption of first and second encrypted data, the key distributor being for making one or more decryption keys available to an authorised user; creating a container object, the container object comprising: first encrypted data having a first encryption based on at least a part of said key information; second encrypted data having a second encryption based on at least a part of said key information, wherein the first encryption is different to the second encryption; and metadata relating to the first encrypted data and the second encrypted data; and sending the container object to a data store or otherwise making the container object available, to allow user access to said data container object.

Abstract: A method and system is disclosed for enforcing at least one privacy policy in relation to user data, the system comprising: a user system, a broker system, and a service provider system, the user system being operable to: encrypt the user data using a symmetric encryption algorithm and an encryption key generated in dependence on said at least one privacy policy and a master key associated with the user system; and transmit the encrypted user data to the service provider in the form of a digital container that includes the encrypted user data and said at least one privacy policy; and the broker system being operable to: receive a request from the service provider to access the user data, the request including said at least one privacy policy; verify that the request complies with said at least one privacy policy; and if so, regenerate the encryption key in dependence on the master key and at least one privacy policy supplied by the service provider, whereby the service provider system is able to decrypt the u