From 223f2cc640c3a64cd06d93eb15f467ee01d3fcf3 Mon Sep 17 00:00:00 2001 From: npapernot Date: Tue, 30 Jul 2019 22:00:16 +0000 Subject: [PATCH] trailing spaces --- privacy/bolton/README.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/privacy/bolton/README.md b/privacy/bolton/README.md index 54eb91a..77d79d1 100644 --- a/privacy/bolton/README.md +++ b/privacy/bolton/README.md @@ -1,15 +1,15 @@ # BoltOn Subpackage -This package contains source code for the BoltOn method, a particular -differential-privacy (DP) technique that uses output perturbations and leverages -additional assumptions to provide a new way of approaching the privacy -guarantees. +This package contains source code for the BoltOn method, a particular +differential-privacy (DP) technique that uses output perturbations and +leverages additional assumptions to provide a new way of approaching the +privacy guarantees. ## BoltOn Description This method uses 4 key steps to achieve privacy guarantees: 1. Adds noise to weights after training (output perturbation). - 2. Projects weights to R, the radius of the hypothesis space, + 2. Projects weights to R, the radius of the hypothesis space, after each batch. This value is configurable by the user. 3. Limits learning rate 4. Use a strongly convex loss function (see compile)