Update README to refer to the 23.05 release

Partially resolves : [COMPMID-5888]

Signed-off-by: Omar Al Khatib <omar.alkhatib@arm.com>
Change-Id: Iff4611e7ac828d36bcb24c591b2cdc40fcfc1147
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9617
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
diff --git a/README.md b/README.md
index fcc233c..f8e6a85 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 
 > **⚠ Important**
-> From release 22.05: 'master' branch has been replaced with 'main' following our inclusive language update, more information [here](https://arm-software.github.io/ComputeLibrary/v23.02.1/contribution_guidelines.xhtml#S5_0_inc_lang).
+> From release 22.05: 'master' branch has been replaced with 'main' following our inclusive language update, more information [here](https://arm-software.github.io/ComputeLibrary/v23.05/contribution_guidelines.xhtml#S5_0_inc_lang).
 
 > **⚠ Important**
 > From release 22.08: armv7a with Android build will no longer be tested or maintained.
@@ -16,7 +16,7 @@
  <img src="https://raw.githubusercontent.com/ARM-software/ComputeLibrary/gh-pages/ACL_logo.png"/><br><br>
 </div>
 
-# Compute Library ![](https://img.shields.io/badge/latest_release-23.02.1-green)
+# Compute Library ![](https://img.shields.io/badge/latest_release-23.05-green)
 
 
 The Compute Library is a collection of low-level machine learning functions optimized for Arm® Cortex®-A, Arm® Neoverse® and Arm® Mali™ GPUs architectures.<br>
@@ -44,7 +44,7 @@
 <br>
 
 ## Documentation
-[![Documentation](https://img.shields.io/badge/documentation-23.02.1-green)](https://arm-software.github.io/ComputeLibrary/v23.02.1)
+[![Documentation](https://img.shields.io/badge/documentation-23.05-green)](https://arm-software.github.io/ComputeLibrary/v23.05)
 
 > Note: The documentation includes the reference API, changelogs, build guide, contribution guide, errata, etc.
 
@@ -57,24 +57,24 @@
 
 | Platform       | Operating System | Release archive (Download) |
 | -------------- | ---------------- | -------------------------- |
-| Raspberry Pi 4 | Linux 32bit      | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-armv7a-neon.tar.gz) |
-| Raspberry Pi 4 | Linux 64bit      | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-neon.tar.gz) |
-| Odroid N2      | Linux 64bit      | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-neon-cl.tar.gz) |
-| HiKey960       | Linux 64bit      | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-neon-cl.tar.gz) |
+| Raspberry Pi 4 | Linux 32bit      | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-armv7a-neon.tar.gz) |
+| Raspberry Pi 4 | Linux 64bit      | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-neon.tar.gz) |
+| Odroid N2      | Linux 64bit      | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-neon-cl.tar.gz) |
+| HiKey960       | Linux 64bit      | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-neon-cl.tar.gz) |
 
 <br>
 
 | Architecture | Operating System | Release archive (Download) |
 | ------------ | ---------------- | -------------------------- |
-| armv7        | Linux            | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-armv7a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-armv7a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-armv7a-neon-cl.tar.gz) |
-| arm64-v8a    | Android          | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-android-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-android-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-android-arm64-v8a-neon-cl.tar.gz) |
-| arm64-v8a    | Linux            | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8a-neon-cl.tar.gz) |
-| arm64-v8.2-a | Android          | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-android-arm64-v8.2-a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-android-arm64-v8.2-a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-android-arm64-v8.2-a-neon-cl.tar.gz) |
-| arm64-v8.2-a | Linux            | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8.2-a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8.2-a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.02.1/arm_compute-v23.02.1-bin-linux-arm64-v8.2-a-neon-cl.tar.gz) |
+| armv7        | Linux            | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-armv7a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-armv7a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-armv7a-neon-cl.tar.gz) |
+| arm64-v8a    | Android          | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-android-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-android-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-android-arm64-v8a-neon-cl.tar.gz) |
+| arm64-v8a    | Linux            | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8a-neon-cl.tar.gz) |
+| arm64-v8.2-a | Android          | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-android-arm64-v8.2-a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-android-arm64-v8.2-a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-android-arm64-v8.2-a-neon-cl.tar.gz) |
+| arm64-v8.2-a | Linux            | [![](https://img.shields.io/badge/build-neon-orange)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8.2-a-neon.tar.gz) [![](https://img.shields.io/badge/build-opencl-blue)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8.2-a-cl.tar.gz) [![](https://img.shields.io/badge/build-neon+cl-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/download/v23.05/arm_compute-v23.05-bin-linux-arm64-v8.2-a-neon-cl.tar.gz) |
 
 <br>
 
-Please refer to the following link for more pre-built binaries: [![](https://img.shields.io/badge/v23.02.1-bins-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/tag/v23.02.1)
+Please refer to the following link for more pre-built binaries: [![](https://img.shields.io/badge/v23.05-bins-yellowgreen)](https://github.com/ARM-software/ComputeLibrary/releases/tag/v23.05)
 
 Pre-build binaries are generated with the following security / good coding practices related flags:
 > -Wall, -Wextra, -Wformat=2, -Winit-self, -Wstrict-overflow=2, -Wswitch-default, -Woverloaded-virtual, -Wformat-security, -Wctor-dtor-privacy, -Wsign-promo, -Weffc++, -pedantic, -fstack-protector-strong
@@ -116,13 +116,13 @@
 
 ## Experimental builds
 
-**⚠ Important** Bazel and CMake builds are experimental CPU only builds, please see the [documentation](https://arm-software.github.io/ComputeLibrary/v23.02.1/how_to_build.xhtml) for more details.
+**⚠ Important** Bazel and CMake builds are experimental CPU only builds, please see the [documentation](https://arm-software.github.io/ComputeLibrary/v23.05/how_to_build.xhtml) for more details.
 
 <br>
 
 ## How to contribute
 
-Contributions to the Compute Library are more than welcome. If you are interested on contributing, please have a look at our [how to contribute guidelines](https://arm-software.github.io/ComputeLibrary/v23.02.1/contribution_guidelines.xhtml).
+Contributions to the Compute Library are more than welcome. If you are interested on contributing, please have a look at our [how to contribute guidelines](https://arm-software.github.io/ComputeLibrary/v23.05/contribution_guidelines.xhtml).
 
 ### Developer Certificate of Origin (DCO)
 Before the Compute Library accepts your contribution, you need to certify its origin and give us your permission. To manage this process we use the Developer Certificate of Origin (DCO) V1.1 (https://developercertificate.org/)