CPC G06N 20/00 (2019.01) [G06F 16/256 (2019.01); G06F 16/283 (2019.01); G06F 18/214 (2023.01); G06F 21/6227 (2013.01)] | 26 Claims |
1. A method comprising:
sharing, on a database system, a database application to a first user of the database system, the database application generated by a second user of the database system, the database application comprising a machine learning model for training on a training dataset, the training dataset comprising:
a first database training dataset from the first user of the database system; and
a second database training dataset from the second user of the database system, the first database training dataset and the second database training dataset including non-overlapping dataset features;
sharing, on the database system, encrypted data from the second user in a secure encrypted view;
sharing one or more functions of the database application, the one or more functions configured to access the encrypted data in the secure encrypted view;
identifying a query, from the first user, to train the machine learning model on the training dataset;
generating, on the database system, an encrypted trained machine learning model by training the machine learning model on a joined dataset according to the query, without decrypting the encrypted data from the second user; and
generating, on the database system, one or more outputs from the encrypted trained machine learning model by applying the encrypted trained machine learning model on new data.
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