diff --git a/.Doxyfile b/.Doxyfile
index 3b6c75135..f5cf9bddd 100644
--- a/.Doxyfile
+++ b/.Doxyfile
@@ -943,7 +943,7 @@ WARN_LOGFILE           =
 # spaces. See also FILE_PATTERNS and EXTENSION_MAPPING
 # Note: If this tag is empty the current directory is searched.
 
-INPUT                  = README.md \
+INPUT                  = index.md \
                         rocAL/include/api/rocal_api_augmentation.h \
                         rocAL/include/api/rocal_api_data_loaders.h \
                         rocAL/include/api/rocal_api_data_transfer.h \
@@ -952,7 +952,7 @@ INPUT                  = README.md \
                         rocAL/include/api/rocal_api_parameters.h \
                         rocAL/include/api/rocal_api_types.h \
                         rocAL/include/api/rocal_api.h
-                       
+
 
 # This tag can be used to specify the character encoding of the source files
 # that doxygen parses. Internally doxygen uses the UTF-8 encoding. Doxygen uses
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 2405847b2..c80f6fa34 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -135,7 +135,7 @@ add_subdirectory(rocAL)
 add_subdirectory(rocAL_pybind)
 
 # install rocAL docs -- {ROCM_PATH}/${CMAKE_INSTALL_DATADIR}/doc/rocal/
-install(FILES docs/README.md DESTINATION ${CMAKE_INSTALL_DATADIR}/doc/rocal)
+install(FILES docs/index.md DESTINATION ${CMAKE_INSTALL_DATADIR}/doc/rocal)
 
 enable_testing()
 include(CTest)
diff --git a/docs/doxygen/Doxyfile b/docs/doxygen/Doxyfile
index d8f9f5570..c51779d3e 100644
--- a/docs/doxygen/Doxyfile
+++ b/docs/doxygen/Doxyfile
@@ -943,7 +943,7 @@ WARN_LOGFILE           =
 # spaces. See also FILE_PATTERNS and EXTENSION_MAPPING
 # Note: If this tag is empty the current directory is searched.
 
-INPUT                  = ../../README.md \
+INPUT                  = ../../index.md \
                         ../../rocAL/include/api/rocal_api_augmentation.h \
                         ../../rocAL/include/api/rocal_api_data_loaders.h \
                         ../../rocAL/include/api/rocal_api_data_transfer.h \
@@ -961,7 +961,7 @@ INPUT                  = ../../README.md \
                         ../../rocAL_pybind/amd/rocal/plugin/generic.py \
                         ../../rocAL_pybind/amd/rocal/plugin/pytorch.py \
                         ../../rocAL_pybind/amd/rocal/plugin/tf.py
-                       
+
 
 # This tag can be used to specify the character encoding of the source files
 # that doxygen parses. Internally doxygen uses the UTF-8 encoding. Doxygen uses
diff --git a/docs/README.md b/docs/index.md
similarity index 97%
rename from docs/README.md
rename to docs/index.md
index 4a00c6c93..c085ab435 100644
--- a/docs/README.md
+++ b/docs/index.md
@@ -88,13 +88,13 @@ amd.rocal.types are enums exported from C++ API to python. Some examples include
 
 *  Build and install RPP
 *  Build and install MIVisionX which installs rocAL c++ lib
-*  Go to [rocal_pybind](https://github.com/ROCmSoftwarePlatform/rocAL/rocAL_pybind) folder
+*  Go to [rocal_pybind](https://github.com/ROCm/rocAL/tree/master/rocAL_pybind) folder
 *  sudo ./run.sh
 
 ### Steps to run MLPerf Resnet50 classification training with rocAL on a system with MI50+ and ROCm
 
 * Step 1: Ensure you have downloaded ILSVRC2012_img_val.tar (6.3GB) and ILSVRC2012_img_train.tar (138 GB) files and unzip into train and val folders
-* Step 2: Build [MIVisionX Pytorch docker](../docker/README.md)
+* Step 2: Build [MIVisionX Pytorch docker](https://github.com/ROCm/rocAL/blob/master/docker/README.md)
 * Step 3: Install rocAL python_pybind plugin as described above
 * Step 4: Clone [MLPerf](https://github.com/rrawther/MLPerf-mGPU) branch and checkout mlperf-v1.1-rocal branch
 ```
diff --git a/docs/sphinx/_toc.yml.in b/docs/sphinx/_toc.yml.in
index cbfa51912..de68e8b0b 100644
--- a/docs/sphinx/_toc.yml.in
+++ b/docs/sphinx/_toc.yml.in
@@ -6,7 +6,7 @@ root: doxygen/html/index
 subtrees:
 - caption: User Guide
   entries:
-    - file: README
+    - file: index
       subtrees:
         - entries:
           - file: user_guide/ch1