Applications#
This layer contains AI tools, can inference over multiple types of models, neural networks, decision trees, logistic regression, linear regression, and kmeans. This layer includes an innovative optimizer, that optimizes the use of a specific model. It will adjust the underlying HE library parameters as well as some high level packing details and other parameters, in accordance with user constraints and optimization preferences regarding time and memory usage, either on the client or server side. Also included (in the next release) are logistic regression training, and basic neural network training capabilities, that can be deployed to be used in interactive mode, and in the future also non-interactively. In addition, there are tools for querying an encrypted database with an encrypted query, such that the database server can’t see what is being queried or the result.