diff --git a/CHANGELOG.md b/CHANGELOG.md
index 174d47b8..9ef8411f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -35,6 +35,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Added
 
+- GPU support and improved documentation for auto annotation (<https://github.com/openvinotoolkit/cvat/pull/2546>)
 - Manual review pipeline: issues/comments/workspace (<https://github.com/openvinotoolkit/cvat/pull/2357>)
 - Basic projects implementation (<https://github.com/openvinotoolkit/cvat/pull/2255>)
 - Documentation on how to mount cloud starage(AWS S3 bucket, Azure container, Google Drive) as FUSE (<https://github.com/openvinotoolkit/cvat/pull/2377>)
@@ -47,10 +48,13 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ### Changed
 
 - PATCH requests from cvat-core submit only changed fields (<https://github.com/openvinotoolkit/cvat/pull/2445>)
+- deploy.sh in serverless folder is seperated into deploy_cpu.sh and deploy_gpu.sh (<https://github.com/openvinotoolkit/cvat/pull/2546>)
+- Bumped nuclio version to 1.5.8
 - Migrated to Antd 4.9 (<https://github.com/openvinotoolkit/cvat/pull/2536>)
 
 ### Fixed
 
+- Fixed FastRCNN inference bug for images with 4 channels i.e. png (<https://github.com/openvinotoolkit/cvat/pull/2546>)
 - Django templates for email and user guide (<https://github.com/openvinotoolkit/cvat/pull/2412>)
 - Saving relative paths in dummy chunks instead of absolute (<https://github.com/openvinotoolkit/cvat/pull/2424>)
 - Objects with a specific label cannot be displayed if at least one tag with the label exist (<https://github.com/openvinotoolkit/cvat/pull/2435>)