diff --git a/.github/workflows/markdownlint.yml b/.github/workflows/markdownlint.yml
index 3bd57cb62..d2aa8bc65 100644
--- a/.github/workflows/markdownlint.yml
+++ b/.github/workflows/markdownlint.yml
@@ -14,4 +14,4 @@ jobs:
     - name: Use markdownlint
       uses: actionshub/markdownlint@v3.1.3
       with:
-        filesToIgnoreRegex: "CHANGELOG.md|README.md|docs/packaging_guidelines.md|docs/about.md|docs/quick_start.md|docs/index.md|docs/release/gpu_os_support.md|docs/how_to/magma_install/magma_install.md|docs/reference/gpu_libraries/math.md|docs/reference/rocmcc/rocmcc.md|docs/reference/docker.md|docs/reference/hip.md|docs/hip_sdk_install_win/hip_sdk_install_win.md|docs/all_deploy_options.md"
\ No newline at end of file
+        filesToIgnoreRegex: "CHANGELOG.md|CONTRIBUTING.md|README.md|packaging_guidelines.md|about.md|quick_start.md|index.md|gpu_os_support.md|magma_install.md|math.md|reference/rocmcc.md|docker.md|hip.md|hip_sdk_install_win.md|all_deploy_options.md|inception_casestudy.md|deep_learning_rocm.md|quick_start_windows.md|tensorflow_install.md|pytorch_install.md|mi250.md|openmp.md|c++_primitives.md|ai_tools.md|computer_vision.md|all.md|compilers.md|management_tools.md|validation_tools.md|installing_linux.md|file_reorg.md|prerequisites.md|quick_start_linux.md|docker_support_matrix.md|gpu_os_support.md|"
diff --git a/docs/.sphinx/_toc.yml.in b/docs/.sphinx/_toc.yml.in
index 6d479e41f..0b9820141 100644
--- a/docs/.sphinx/_toc.yml.in
+++ b/docs/.sphinx/_toc.yml.in
@@ -9,7 +9,6 @@ subtrees:
   entries:
   - file: release
   - file: release/gpu_os_support
-  - file: release/licensing
   - url: https://github.com/RadeonOpenCompute/ROCm/labels/Verified%20Issue
     title: Known Issues
   - file: release/compatibility
@@ -18,6 +17,7 @@ subtrees:
         - file: release/docker_support_matrix
         - file: reference/framework_compatibility/framework_compatibility
         - file: reference/kernel_userspace_compatibility/kernel_userspace_comp
+  - file: release/licensing
 
 - caption: Deploy ROCm
   entries:
@@ -79,6 +79,7 @@ subtrees:
               - title: hipRAND
                 url: https://rocmdocs.amd.com/projects/hipRAND/en/{branch}/
     - file: reference/gpu_libraries/c++_primitives
+      title: C++ Primitive Libraries
       subtrees:
         - entries:
           - title: rocPRIM
@@ -163,7 +164,7 @@ subtrees:
           - file: understand/installing_linux/package_manager_integration
     - title: Compiler Disambiguation
       file: understand/compiler_disambiguation
-    - file: isv_deployment_win
+    - file: understand/isv_deployment_win
     - file: understand/cmake_packages
     - file: understand/file_reorg
 
diff --git a/docs/all_deploy_options.md b/docs/all_deploy_options.md
index e69de29bb..a679e65b2 100644
--- a/docs/all_deploy_options.md
+++ b/docs/all_deploy_options.md
@@ -0,0 +1 @@
+# All Deployment Options
diff --git a/docs/index.md b/docs/index.md
index e840bf8d7..0a31aec7e 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -20,8 +20,8 @@ Welcome to AMD ROCm's documentation!
 ::::{grid-item}
 :::{dropdown} [Deploy ROCm](deploy)
 
-- [Quick Start (Linux)](quick_start)
-- [Quick Start (Windows)](hip_sdk_install_win/hip_sdk_install_win)
+- [Quick Start (Linux)](how_to/quick_start_linux)
+- [Quick Start (Windows)](how_to/quick_start_windows)
 - [Docker](deploy/docker)
 - [Basic Installation Guide](deploy/install)
 - [Multi-ROCm Installation](deploy/multi.md)
@@ -38,7 +38,7 @@ Welcome to AMD ROCm's documentation!
 
 :::{grid-item-card}
 :padding: 2
-[APIs and Reference](https://example.com)
+[APIs and Reference](reference/all)
 ^^^
 
 - [HIP](reference/hip)
@@ -60,9 +60,12 @@ Welcome to AMD ROCm's documentation!
 Understand ROCm
 ^^^
 
-- [ISV Deployment Guide (Windows)](isv_deployment_win)
-- [Deep Learning Guide](understand/deep_learning/deep_learning)
+- [Installation (Linux)](understand/installing_linux)
+- [Compiler Disambiguation](understand/compiler_disambiguation)
+- [ISV Deployment Guide (Windows)](understand/isv_deployment_win)
 - [Using CMake](understand/cmake_packages)
+- [ROCm File Reorganization White Paper](understand/file_reorg)
+
 :::
 
 :::{grid-item-card}
diff --git a/docs/packaging_guidelines.md b/docs/packaging_guidelines.md
index e69de29bb..d71298388 100644
--- a/docs/packaging_guidelines.md
+++ b/docs/packaging_guidelines.md
@@ -0,0 +1 @@
+# Packaging Guidelines
diff --git a/docs/reference/ai_tools.md b/docs/reference/ai_tools.md
index 248a4262b..5233d795d 100644
--- a/docs/reference/ai_tools.md
+++ b/docs/reference/ai_tools.md
@@ -3,24 +3,24 @@
 ::::{grid} 1 1 2 2
 :gutter: 1
 
-:::{grid-item-card} MIOpen
+:::{grid-item-card} [MIOpen](https://rocmdocs.amd.com/projects/MIOpen/en/latest/)
 AMD's library for high performance machine learning primitives. 
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/MIOpen/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/MIOpen/en/latest/)
 
 :::
 
-:::{grid-item-card} Composable Kernel
+:::{grid-item-card} [Composable Kernel](https://rocmdocs.amd.com/projects/composable_kernel/en/latest/)
 Composable Kernel: Performance Portable Programming Model for Machine Learning Tensor Operators 
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/composable_kernel/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/composable_kernel/en/latest/)
 
 :::
 
-:::{grid-item-card} MIGraphX
+:::{grid-item-card} [MIGraphX](https://rocmdocs.amd.com/projects/MIGraphX/en/latest/)
 AMD MIGraphX is AMD's graph inference engine that accelerates machine learning model inference.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/MIGraphX/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/MIGraphX/en/latest/)
 
 :::
 
diff --git a/docs/reference/all.md b/docs/reference/all.md
index 8110b8d5a..80b2866af 100644
--- a/docs/reference/all.md
+++ b/docs/reference/all.md
@@ -4,8 +4,8 @@
 :::::{grid} 1 1 2 2
 :gutter: 1
 
-:::{grid-item-card} HIP Runtime
-The HIP Runtime is used to enable GPU acceleration for all HIP language based products.
+:::{grid-item-card} [HIP](./hip)
+HIP is both AMD's GPU programming language extension and the GPU runtime.
 
 - [HIP Runtime API Manual](https://rocmdocs.amd.com/projects/hipBLAS/en/rtd/)
 - [Examples](https://github.com/amd/rocm-examples/tree/develop/HIP-Basic)
@@ -15,15 +15,13 @@ The HIP Runtime is used to enable GPU acceleration for all HIP language based pr
 :::{grid-item-card} [Math Libraries](./gpu_libraries/math)
 HIP Math Libraries support the following domains:
 
-- [Matrix Multiplication](./gpu_libraries/blas)
+- [Linear Algebra Libraries](./gpu_libraries/linear_algebra)
 - [Fast Fourier Transforms](./gpu_libraries/fft)
 - [Random Numbers](./gpu_libraries/rand)
-- [Linear Solvers](./gpu_libraries/solver)
-- [Sparse Matrix Solvers](./gpu_libraries/sparse)
 
 :::
 
-:::{grid-item-card} [C++ Primitives](./gpu_libraries/c++_primitives)
+:::{grid-item-card} [C++ Primitive Libraries](./gpu_libraries/c++_primitives)
 ROCm template libraries for C++ primitives and algorithms are as follows:
 
 - [rocPRIM](https://rocprim.readthedocs.io/en/latest/)
@@ -37,23 +35,14 @@ Inter and intra node communication is supported by the following projects:
 
 - [RCCL](https://rocmdocs.amd.com/projects/rccl/en/latest/)
 
-
 :::
 
-:::{grid-item-card} MIOpen
-AMD's library for high performance machine learning primitives. 
+:::{grid-item-card} [AI Libraries](./ai_tools)
+Libraries related to AI.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/MIOpen/en/develop/)
-- [Changelog](https://github.com/ROCmSoftwarePlatform/MIOpen/blob/develop/CHANGELOG.md)
-
-
-:::
-
-:::{grid-item-card} MIGraphX
-AMD's graph optimization engine. 
-
-- [API Reference Manual](https://rocmdocs.amd.com/projects/AMDMIGraphX/en/develop/)
-- [Changelog](https://github.com/ROCmSoftwarePlatform/MIGraphX/blob/develop/CHANGELOG.md)
+- [MIOpen](https://rocmdocs.amd.com/projects/MIOpen/en/latest/)
+- [Composable Kernel](https://rocmdocs.amd.com/projects/composable_kernel/en/latest/)
+- [MIGraphX](https://rocmdocs.amd.com/projects/MIGraphX/en/latest/)
 
 :::
 
@@ -65,5 +54,41 @@ Computer vision related projects.
 
 :::
 
+:::{grid-item-card} [OpenMP](openmp/openmp)
 
-:::::
\ No newline at end of file
+- [OpenMP Support Guide](openmp/openmp)
+
+:::
+
+:::{grid-item-card} [Compilers and Tools](compilers)
+
+- [ROCmCC](https://rocmdocs.amd.com/projects/ROCmCC/en/latest/)
+- [ROCgdb](https://rocmdocs.amd.com/projects/ROCgdb/en/latest/)
+- [ROCProfiler](https://rocmdocs.amd.com/projects/rocprofiler/en/latest/)
+- [ROCTracer](https://rocmdocs.amd.com/projects/roctracer/en/latest/)
+
+:::
+
+:::{grid-item-card} [Management Tools](management_tools)
+
+- [AMD SMI](https://rocmdocs.amd.com/projects/amdsmi/en/latest/)
+- [ROCm SMI](https://rocmdocs.amd.com/projects/rocmsmi/en/latest/)
+- [ROCm Datacenter Tool](https://rocmdocs.amd.com/projects/rdc/en/latest/)
+
+:::
+
+:::{grid-item-card} [Validation Tools](validation_tools)
+
+- [ROCm Validation Suite](https://rocmdocs.amd.com/projects/RVS/en/latest/)
+- [TransferBench](https://rocmdocs.amd.com/projects/TransferBench/en/latest/)
+
+:::
+
+:::{grid-item-card} [GPU Architectures](gpu_arch)
+
+- [AMD Instinct MI200](./gpu_arch/mi250.md)
+- [AMD Instinct MI100](./gpu_arch/mi100.md)
+
+:::
+
+:::::
diff --git a/docs/reference/compilers.md b/docs/reference/compilers.md
index 3f4afd774..0e0c947e8 100644
--- a/docs/reference/compilers.md
+++ b/docs/reference/compilers.md
@@ -3,31 +3,31 @@
 :::::{grid} 1 1 2 2
 :gutter: 1
 
-:::{grid-item-card} ROCmCC
+:::{grid-item-card} [ROCmCC](https://rocmdocs.amd.com/projects/ROCmCC/en/latest/)
 ROCmCC is a Clang/LLVM-based compiler. It is optimized for high-performance computing on AMD GPUs and CPUs and supports various heterogeneous programming models such as HIP, OpenMP, and OpenCL.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/ROCmCC/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/ROCmCC/en/latest/)
 
 :::
 
-:::{grid-item-card} ROCgdb
+:::{grid-item-card} [ROCgdb](https://rocmdocs.amd.com/projects/ROCgdb/en/latest/)
 This is ROCgdb, the ROCm source-level debugger for Linux, based on GDB, the GNU source-level debugger. 
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/ROCgdb/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/ROCgdb/en/latest/)
 
 :::
 
-:::{grid-item-card} rocprofiler
+:::{grid-item-card} [ROCProfiler](https://rocmdocs.amd.com/projects/rocprofiler/en/latest/)
 ROC profiler library. Profiling with perf-counters and derived metrics. Library supports GFX8/GFX9. HW specific low-level performance analysis interface for profiling of GPU compute applications. The profiling includes HW performance counters with complex performance metrics.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rocprofiler/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/rocprofiler/en/latest/)
 
 :::
 
-:::{grid-item-card} roctracer
+:::{grid-item-card} [ROCTracer](https://rocmdocs.amd.com/projects/roctracer/en/latest/)
 Callback/Activity Library for Performance tracing AMD GPU's 
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/roctracer/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/roctracer/en/latest/)
 
 :::
 
diff --git a/docs/reference/computer_vision.md b/docs/reference/computer_vision.md
index 49fb7e979..2ac341821 100644
--- a/docs/reference/computer_vision.md
+++ b/docs/reference/computer_vision.md
@@ -3,17 +3,17 @@
 ::::{grid} 1 1 2 2
 :gutter: 1
 
-:::{grid-item-card} MIVisionX
+:::{grid-item-card} [MIVisionX](https://rocmdocs.amd.com/projects/MIVisionX/en/latest/)
 MIVisionX toolkit is a set of comprehensive computer vision and machine intelligence libraries, utilities, and applications bundled into a single toolkit. AMD MIVisionX also delivers a highly optimized open-source implementation of the Khronos OpenVX™ and OpenVX™ Extensions. 
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/MIVisionX/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/MIVisionX/en/latest/)
 
 :::
 
-:::{grid-item-card} rocAL
+:::{grid-item-card} [rocAL](https://rocmdocs.amd.com/projects/rocAL/en/latest/)
 The AMD ROCm Augmentation Library (rocAL) is designed to efficiently decode and process images and videos from a variety of storage formats and modify them through a processing graph programmable by the user. rocAL currently provides C API. 
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rocAL/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/rocAL/en/latest/)
 
 :::
 
diff --git a/docs/reference/docker.md b/docs/reference/docker.md
index e69de29bb..c597eaa5e 100644
--- a/docs/reference/docker.md
+++ b/docs/reference/docker.md
@@ -0,0 +1 @@
+# Docker
diff --git a/docs/reference/gpu_libraries/c++_primitives.md b/docs/reference/gpu_libraries/c++_primitives.md
index 60a1b33f1..526ca28cf 100644
--- a/docs/reference/gpu_libraries/c++_primitives.md
+++ b/docs/reference/gpu_libraries/c++_primitives.md
@@ -4,33 +4,33 @@ ROCm template libraries for algorithms are as follows:
 :::::{grid} 1 1 3 3
 :gutter: 1
 
-:::{grid-item-card} rocPRIM
+:::{grid-item-card} [rocPRIM](https://rocmdocs.amd.com/projects/rocPRIM/en/latest/)
 rocPRIM is an AMD GPU optimized template library of algorithm primitives, like
 transforms, reductions, scans, etc. It also serves as a common back-end for
 similar libraries found inside ROCm.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rocPRIM/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/rocPRIM/en/latest/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/rocPRIM/blob/develop/CHANGELOG.md)
 - [Examples](https://github.com/amd/rocm-examples/tree/develop/Libraries/rocPRIM)
 
 :::
 
-:::{grid-item-card} rocThrust
+:::{grid-item-card} [rocThrust](https://rocmdocs.amd.com/projects/rocThrust/en/latest/)
 rocThrust is a template library of algorithm primitives with a Thrust-compatible
 interface. Their CPU back-ends are identical, while the GPU back-end calls into
 rocPRIM.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rocThrust/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/rocThrust/en/latest/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/rocThrust/blob/develop/CHANGELOG.md)
 - [Examples](https://github.com/amd/rocm-examples/tree/develop/Libraries/rocThrust)
 
 :::
 
-:::{grid-item-card} hipCUB
+:::{grid-item-card} [hipCUB](https://rocmdocs.amd.com/projects/hipCUB/en/latest/)
 hipCUB is a template library of algorithm primitives with a CUB-compatible
 interface. It's back-end is rocPRIM.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/hipCUB/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/hipCUB/en/latest/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/hipCUB/blob/develop/CHANGELOG.md)
 - [Examples](https://github.com/amd/rocm-examples/tree/develop/Libraries/hipCUB)
 
diff --git a/docs/reference/gpu_libraries/communication.md b/docs/reference/gpu_libraries/communication.md
index 39fdd759d..fed67509c 100644
--- a/docs/reference/gpu_libraries/communication.md
+++ b/docs/reference/gpu_libraries/communication.md
@@ -3,13 +3,13 @@
 :::::{grid} 1 1 1 1
 :gutter: 1
 
-:::{grid-item-card} RCCL
+:::{grid-item-card} [RCCL](https://rocmdocs.amd.com/projects/rccl/en/latest/)
 RCCL (pronounced "Rickle") is a stand-alone library of standard collective communication routines for GPUs,
 implementing all-reduce, all-gather, reduce, broadcast, reduce-scatter, gather, scatter, and all-to-all.
 The collective operations are implemented using ring and tree algorithms and have been optimized for
 throughput and latency.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rccl/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/rccl/en/latest/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/rocFFT/blob/develop/CHANGELOG.md)
 - [Examples](https://github.com/ROCmSoftwarePlatform/rccl/tree/develop/tools)
 
diff --git a/docs/reference/gpu_libraries/fft.md b/docs/reference/gpu_libraries/fft.md
index cec3e13fc..300b6d4c9 100644
--- a/docs/reference/gpu_libraries/fft.md
+++ b/docs/reference/gpu_libraries/fft.md
@@ -5,21 +5,21 @@ ROCm libraries for FFT are as follows:
 :::::{grid} 1 1 2 2
 :gutter: 1
 
-:::{grid-item-card} rocFFT
+:::{grid-item-card} [rocFFT](https://rocmdocs.amd.com/projects/rocFFT/en/rtd/)
 rocFFT is an AMD GPU optimized library for FFT.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rocFFT/en/rtd/)
+- [Documentation](https://rocmdocs.amd.com/projects/rocFFT/en/rtd/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/rocFFT/blob/develop/CHANGELOG.md)
 - [Examples](https://github.com/amd/rocm-examples/tree/develop/Libraries/rocFFT)
 
 :::
 
-:::{grid-item-card} hipFFT
-hipFFT is a compatiblity layer for GPU accelerated FFT optimized for AMD GPUs
+:::{grid-item-card} [hipFFT](https://rocmdocs.amd.com/projects/hipFFT/en/rtd/)
+hipFFT is a compatibility layer for GPU accelerated FFT optimized for AMD GPUs
 using rocFFT. hipFFT allows for a common interface for other non AMD GPU
 FFT libraries.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/hipFFT/en/rtd/)
+- [Documentation](https://rocmdocs.amd.com/projects/hipFFT/en/rtd/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/hipFFT/blob/develop/CHANGELOG.md)
 
 :::
diff --git a/docs/reference/gpu_libraries/linear_algebra.md b/docs/reference/gpu_libraries/linear_algebra.md
index 2e0d638fd..462e592b6 100644
--- a/docs/reference/gpu_libraries/linear_algebra.md
+++ b/docs/reference/gpu_libraries/linear_algebra.md
@@ -5,37 +5,37 @@ ROCm libraries for linear algebra are as follows:
 :::::{grid} 1 1 2 2
 :gutter: 1
 
-:::{grid-item-card} rocBLAS
+:::{grid-item-card} [rocBLAS](https://rocmdocs.amd.com/projects/rocBLAS/en/develop/)
 rocBLAS is an AMD GPU optimized library for BLAS.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rocBLAS/en/develop/)
+- [Documentation](https://rocmdocs.amd.com/projects/rocBLAS/en/develop/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/rocBLAS/blob/develop/CHANGELOG.md)
 - [Examples](https://github.com/amd/rocm-examples/tree/develop/Libraries/rocBLAS)
 
 :::
 
-:::{grid-item-card} hipBLAS
+:::{grid-item-card} [hipBLAS](https://rocmdocs.amd.com/projects/hipBLAS/en/develop/)
 hipBLAS is a compatiblity layer for GPU accelerated BLAS optimized for AMD GPUs
 via rocBLAS and rocSOLVER. hipBLAS allows for a common interface for other GPU
 BLAS libraries.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/hipBLAS/en/develop/)
+- [Documentation](https://rocmdocs.amd.com/projects/hipBLAS/en/develop/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/hipBLAS/blob/develop/CHANGELOG.md)
 
 :::
 
-:::{grid-item-card} hipBLASLt
+:::{grid-item-card} [hipBLASLt](https://rocmdocs.amd.com/projects/hipBLASLt/en/develop/)
 hipBLASLt is a library that provides general matrix-matrix operations with a flexible API and extends funtionalities beyond traditional BLAS library. hipBLASLt is exposed APIs in HIP programming language with an underlying optimized generator as a backend kernel provider.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/hipBLASLt/en/develop/)
+- [Documentation](https://rocmdocs.amd.com/projects/hipBLASLt/en/develop/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/hipBLASLt/blob/develop/CHANGELOG.md)
 
 :::
 
-:::{grid-item-card} rocALUTION
+:::{grid-item-card} [rocALUTION](https://rocmdocs.amd.com/projects/rocALUTION/en/develop/)
 rocALUTION is a sparse linear algebra library with focus on exploring fine-grained parallelism on top of AMD’s Radeon Open Compute ROCm runtime and toolchains, targeting modern CPU and GPU platforms.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rocALUTION/en/develop/)
+- [Documentation](https://rocmdocs.amd.com/projects/rocALUTION/en/develop/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/rocALUTION/blob/develop/CHANGELOG.md)
 
 :::
diff --git a/docs/reference/gpu_libraries/math.md b/docs/reference/gpu_libraries/math.md
index c795a2a27..511f1df26 100644
--- a/docs/reference/gpu_libraries/math.md
+++ b/docs/reference/gpu_libraries/math.md
@@ -39,5 +39,3 @@ at compile-time of the hipLIB in question. For dynamic dispatch between vendor i
 - [hipRAND](https://rocmdocs.amd.com/projects/hipRAND/en/develop/)
 
 :::
-
-:::::
diff --git a/docs/reference/gpu_libraries/rand.md b/docs/reference/gpu_libraries/rand.md
index eca7fd0fe..904bea6e0 100644
--- a/docs/reference/gpu_libraries/rand.md
+++ b/docs/reference/gpu_libraries/rand.md
@@ -3,21 +3,21 @@
 :::::{grid} 1 1 2 2
 :gutter: 1
 
-:::{grid-item-card} rocRAND
+:::{grid-item-card} [rocRAND](https://rocmdocs.amd.com/projects/rocRAND/en/rtd/)
 rocRAND is an AMD GPU optimized library for pseudo-random number generators (PRNG).
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rocRAND/en/rtd/)
+- [Documentation](https://rocmdocs.amd.com/projects/rocRAND/en/rtd/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/rocRAND/blob/develop/CHANGELOG.md)
 - [Examples](https://github.com/amd/rocm-examples/tree/develop/Libraries/rocRAND)
 
 :::
 
-:::{grid-item-card} hipRAND
+:::{grid-item-card} [hipRAND](https://rocmdocs.amd.com/projects/hipRAND/en/rtd/)
 hipRAND is a compatiblity layer for GPU accelerated FFT optimized for AMD GPUs
 using rocFFT. hipFFT allows for a common interface for other non AMD GPU
 FFT libraries.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/hipRAND/en/rtd/)
+- [Documentation](https://rocmdocs.amd.com/projects/hipRAND/en/rtd/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/hipRAND/blob/develop/CHANGELOG.md)
 
 :::
diff --git a/docs/reference/hip.md b/docs/reference/hip.md
index e0d666dec..4a613662d 100644
--- a/docs/reference/hip.md
+++ b/docs/reference/hip.md
@@ -1,13 +1,13 @@
 # HIP
 
-HIP is both AMD's GPU programming langauge extension and the GPU runtime. This page introduces the HIP runtime and other HIP libraries and tools.
+HIP is both AMD's GPU programming language extension and the GPU runtime. This page introduces the HIP runtime and other HIP libraries and tools.
 
 ## HIP Runtime
 
 :::::{grid} 1 1 2 2
 :gutter: 1
 
-:::{grid-item-card} HIP Runtime
+:::{grid-item-card} [HIP Runtime](https://rocmdocs.amd.com/projects/hipBLAS/en/rtd/)
 The HIP Runtime is used to enable GPU acceleration for all HIP language based products.
 
 - [HIP Runtime API Manual](https://rocmdocs.amd.com/projects/hipBLAS/en/rtd/)
@@ -22,7 +22,7 @@ The HIP Runtime is used to enable GPU acceleration for all HIP language based pr
 :::::{grid} 1 1 1 1
 :gutter: 1
 
-:::{grid-item-card} HIPify
+:::{grid-item-card} [HIPify](https://rocmdocs.amd.com/projects/rocBLAS/en/rtd/)
 HIPify assists with porting applications from based on CUDA to the HIP Runtime. Supported
 CUDA APIs are documented here as well.
 
diff --git a/docs/reference/management_tools.md b/docs/reference/management_tools.md
index 6e7d6bfe0..09dcce904 100644
--- a/docs/reference/management_tools.md
+++ b/docs/reference/management_tools.md
@@ -3,7 +3,7 @@
 :::::{grid} 1 1 3 3
 :gutter: 1
 
-:::{grid-item-card} AMD SMI
+:::{grid-item-card} [AMD SMI](https://rocmdocs.amd.com/projects/amdsmi/en/latest/)
 GO AMD SMI provides GO binding for [E-SMI In-Band C library](https://github.com/amd/esmi_ib_library.git),
 [ROCm SMI Library](https://github.com/RadeonOpenCompute/rocm_smi_lib.git), and any
 GO language application that needs to link with these libraries and call the APIs
@@ -11,23 +11,23 @@ from the GO application. The GO binding are imported in the
 [AMD SMI Exporter](https://github.com/amd/amd_smi_exporter.git) to export information
 provided by the AMD E-SMI inband library and the ROCm SMI GPU library to the Prometheus server.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/amdsmi/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/amdsmi/en/latest/)
 - [Examples](https://github.com/amd/go_amd_smi#example)
 
 :::
 
-:::{grid-item-card} ROCm SMI
+:::{grid-item-card} [ROCm SMI](https://rocmdocs.amd.com/projects/rocmsmi/en/latest/)
 This tool acts as a command line interface for manipulating and monitoring the amdgpu kernel, and is intended to replace and deprecate the existing rocm_smi.py CLI tool. It uses Ctypes to call the rocm_smi_lib API.
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rocmsmi/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/rocmsmi/en/latest/)
 - [Examples](https://github.com/RadeonOpenCompute/rocm_smi_lib/tree/master/python_smi_tools)
 
 :::
 
-:::{grid-item-card} ROCm Datacenter Tool
+:::{grid-item-card} [ROCm Datacenter Tool](https://rocmdocs.amd.com/projects/rdc/en/latest/)
 The ROCm™ Data Center Tool simplifies the administration and addresses key infrastructure challenges in AMD GPUs in cluster and datacenter environments. 
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/rdc/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/rdc/en/latest/)
 - [Examples](https://github.com/RadeonOpenCompute/rdc/tree/master/example)
 
 :::
diff --git a/docs/reference/validation_tools.md b/docs/reference/validation_tools.md
index 851f82820..9b2d16aa2 100644
--- a/docs/reference/validation_tools.md
+++ b/docs/reference/validation_tools.md
@@ -3,17 +3,17 @@
 :::::{grid} 1 1 2 2
 :gutter: 1
 
-:::{grid-item-card} RVS
+:::{grid-item-card} [RVS](https://rocmdocs.amd.com/projects/RVS/en/latest/)
 The ROCm Validation Suite is a system administrator’s and cluster manager's tool for detecting and troubleshooting common problems affecting AMD GPU(s) running in a high-performance computing environment, enabled using the ROCm software stack on a compatible platform. 
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/RVS/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/RVS/en/latest/)
 
 :::
 
-:::{grid-item-card} TransferBench
+:::{grid-item-card} [TransferBench](https://rocmdocs.amd.com/projects/TransferBench/en/latest/)
 TransferBench is a simple utility capable of benchmarking simultaneous transfers between user-specified devices (CPUs/GPUs). 
 
-- [API Reference Manual](https://rocmdocs.amd.com/projects/TransferBench/en/latest/)
+- [Documentation](https://rocmdocs.amd.com/projects/TransferBench/en/latest/)
 - [Changelog](https://github.com/ROCmSoftwarePlatform/TransferBench/blob/develop/CHANGELOG.md)
 - [Examples](https://rocmdocs.amd.com/projects/TransferBench/en/develop/examples/index.html#examples)
 
diff --git a/docs/release/docker_support_matrix.md b/docs/release/docker_support_matrix.md
index d50a7fc2e..5025d0678 100644
--- a/docs/release/docker_support_matrix.md
+++ b/docs/release/docker_support_matrix.md
@@ -1,4 +1,3 @@
-
 # Frameworks Support Matrix
 
 The software support matrices for ROCm container releases is listed. 
@@ -87,4 +86,3 @@ The software support matrices for ROCm container releases is listed.
 * [OMPI 4.0.7](https://github.com/open-mpi/ompi/tree/v4.0.7)
 * [Horovod 0.27.0](https://github.com/horovod/horovod/tree/v0.27.0)
 * [Tensorboard 2.10.1](https://github.com/tensorflow/tensorboard/tree/2.10.1)
-
diff --git a/docs/understand/installing_linux.md b/docs/understand/installing_linux.md
index be0d675a2..372795231 100644
--- a/docs/understand/installing_linux.md
+++ b/docs/understand/installing_linux.md
@@ -106,7 +106,7 @@ Some of the ROCm-specific use cases the installer supports are:
 
 For more information, refer to the How to Install ROCm section in this guide.
 
-## Instalation types
+## Installation types
 
 This section discusses the single-version and multiversion installation of the
 ROCm software stack.
diff --git a/docs/isv_deployment_win.md b/docs/understand/isv_deployment_win.md
similarity index 100%
rename from docs/isv_deployment_win.md
rename to docs/understand/isv_deployment_win.md
diff --git a/mdlrc-style.rb b/mdlrc-style.rb
index f703cd5fc..cda8491e4 100644
--- a/mdlrc-style.rb
+++ b/mdlrc-style.rb
@@ -3,4 +3,6 @@ all
 rule 'MD013', :line_length => 99999
 
 # Allow in-line HTML
-exclude_rule 'MD033'
\ No newline at end of file
+exclude_rule 'MD033'
+
+exclude_rule 'MD041'