diff --git a/docs/docs/release_notes.xml b/docs/docs/release_notes.xml
index f271a7b27..82ebb3911 100644
--- a/docs/docs/release_notes.xml
+++ b/docs/docs/release_notes.xml
@@ -11,6 +11,31 @@
+New Features and Improvements:
+ - Added weighted labels to loss_binary_log layer
+ - Added padding argument support for Python compute_face_descriptor methods
+ - Added pointwise_divide function
+ - Added U-net style skip connections to the semantic-segmentation example
+ - Exposed dlib::chinese_whispers() directly in Python API.
+ - Added python api that generates desciptor(s) from the aligned image(s)
+ - Added support for CUDA 10.1
+ - Dlib's python install process always automatically enables all supported features.
+ So --yes <option> was removed as it would do nothing.
+ - Added --box-images to imglab
+
+Non-Backwards Compatible Changes:
+
+Bug fixes:
+ - Fixed build errors on some systems or buggy compilers.
+ - Workaround for bug in cudaStreamSynchronize() causing hanging in some rare cases.
+ - Fixed broken CUDA memcpy overload.
+ - Fixed CMake not finding cusolver in CUDA 10.1.
+
+
+
+
+
+
New Features and Improvements:
- Allow 64bit seeds for murmur hash.
- Some code paths are a little faster.
@@ -25,7 +50,7 @@ Bug fixes:
- Fixed is_image_type template always reporting false. This also caused
have_same_dimensions() to be uncallable for images, so that's fixed now too.
-
+