Doc update (#2011)

* add url to ROCgdb-docs

update reqs and gitignore

* add validation tools section for RVS and TransferBench

* stub in links for validation/mgmt tools

* populate compilers page

* add cards for ai libs and computer vision pages

* add content to math lib pages

* reorg hip and math libs

* update index

* consolidate linear algebra libs

* fix release info order in toc

* fix links and content cards for libraries

* update mdl ignored files

* update understand rocm section

* fix formatting errors

* add link to openmp

* ignore md041

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)