diff --git a/RELEASE.md b/RELEASE.md
index 38fbf71e32142d03561939df4577fa6b52f9688c..1b7a11b1b2db5736f22a275cc0d6568c1f2ccea0 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,19 +1,14 @@
-# RELEASE 1.0.0
+# RELEASE 1.1.0
 
 ## New Features
 
-- Improve the Graph feature to include interactive response. Users can now click on a node to inspect its details such as parameters, input, output, dimensions, etc. They can also zoom in/out and move around if the graph is too large, restore to its original size and download it as PNG.
-- Add new `Audio` recording visualization. Users can recording audio and inspect to help fine tuning the audio training.
-- Add new `Text` recording visualization. Users can record strings during training and inspect later.
-- User can manually `save` to sync the recordings to the disk.
+- Add new `High Dimensional / embeddings` recording visualization. Users can visualize data embeddings by projecting high-dimensional data into 2D / 3D
+- Add Caffe2 Demo and tutorial
+- Update `vdl_create_log`, add embeddings data and ONNX model in scratch_log
+- Windows support
+
 
 ## Bug Fixes and improvements
 
-- Fix Scalar incorrect wall time display
-- Fix incorrect timestamp label display
-- Fix the Travis-CI not failing issue
-- Fix the last recording not showing
-- Update and clarify ImageWriter API docs for input params.
-- VisualDL will call `SyncToDisk` before exiting.
-- Adjust the interval between each `SyncToDisk` to improve performance.
-- Enforce ESLint coding standard.
+- Fix issues where different Python libraries conflicted in Mac
+- Update Visual DL new logo
diff --git a/VERSION_NUMBER b/VERSION_NUMBER
index 3eefcb9dd5b38e2c1dc061052455dd97bcd51e6c..9084fa2f716a7117829f3f32a5f4cef400e02903 100644
--- a/VERSION_NUMBER
+++ b/VERSION_NUMBER
@@ -1 +1 @@
-1.0.0
+1.1.0
diff --git a/demo/mnist_model.onnx b/demo/mnist_model.onnx
new file mode 100644
index 0000000000000000000000000000000000000000..a73c2dc4cd3bb68b5da666f115e877ef6650fdec
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