From ff295b6a70803e2ccd6f89b455c1fde1a0c25ba3 Mon Sep 17 00:00:00 2001 From: Ilya Mironov Date: Fri, 25 Jan 2019 18:18:42 -0800 Subject: [PATCH] Adding no-privacy baseline (dpsgd=False) to README.md. PiperOrigin-RevId: 231004783 --- tutorials/README.md | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/tutorials/README.md b/tutorials/README.md index 5ff1ac2..2f8589a 100644 --- a/tutorials/README.md +++ b/tutorials/README.md @@ -86,11 +86,13 @@ parameters satisfies differential privacy with eps = 2.92 and delta = 1e-05. ## Select Parameters The table below has a few sample parameters illustrating various accuracy/privacy -tradeoffs (the first line is the default setting; privacy epsilon is reported +tradeoffs (default parameters are in __bold__; privacy epsilon is reported at delta=1e-5; accuracy is averaged over 10 runs). | Learning rate | Noise multiplier | Clipping threshold | Number of microbatches | Number of epochs | Privacy eps | Accuracy | | ------------- | ---------------- | ----------------- | --------------------- | ---------------- | ----------- | -------- | -| 0.08 | 1.12 | 1.0 | 256 | 60 | 2.92 | 96.6% | -| 0.4 | 0.6 | 1.0 | 256 | 30 | 9.74 | 97.3% | -| 0.32 | 1.2 | 1.0 | 256 | 10 | 1.20 | 95.0% | +| 0.1 | | | __256__ | 10 | no privacy | 98.8% | +| 0.32 | 1.2 | __1.0__ | __256__ | 10 | 1.20 | 95.0% | +| __0.08__ | __1.12__ | __1.0__ | __256__ | __60__ | 2.92 | 96.6% | +| 0.4 | 0.6 | __1.0__ | __256__ | 30 | 9.74 | 97.3% | +