From df04efbdd53fc6b09195866bd9ea468e42b69181 Mon Sep 17 00:00:00 2001
From: Thomas Wiecki <thomas.wiecki@gmail.com>
Date: Mon, 13 Mar 2017 22:54:52 +0100
Subject: [PATCH] DOC Add new features

---
 RELEASE-NOTES.md | 18 ++++++++++++++++--
 1 file changed, 16 insertions(+), 2 deletions(-)

diff --git a/RELEASE-NOTES.md b/RELEASE-NOTES.md
index 06544112c7..7f76255c68 100644
--- a/RELEASE-NOTES.md
+++ b/RELEASE-NOTES.md
@@ -4,9 +4,23 @@
 
 ### New features
 
-* Experimental GPU support.
+* Theano's floatX setting is no respected, enabling GPU support.
 
-* Gaussian Process support.
+* [Add Gaussian Process submodule](http://pymc-devs.github.io/pymc3/notebooks/GP-introduction.html)
+
+* Many optimizations and speed-ups.
+
+* NUTS implementation now matches current Stan implementation.
+
+* Add higher-order integrators for HMC.
+
+* [Add sampler statistics.](http://pymc-devs.github.io/pymc3/notebooks/sampler-stats.html)
+
+* ADVI stopping criterion implemented.
+
+* [Add Elliptical Slice Sampler.](http://pymc-devs.github.io/pymc3/notebooks/GP-slice-sampling.html)
+
+* Add Stein-Variational Gradient Descent (experimental).
 
 * `Model` can now be inherited from and act as a base class for user specified models (see pymc3.models.linear).