docs updates

README.md

@@ -16,7 +16,7 @@ limitations under the License.
 
 # ![icon for SparseZoo](https://raw.githubusercontent.com/neuralmagic/sparsezoo/main/docs/source/icon-sparsezoo.png) SparseZoo
 
-### Neural network model repository for highly sparse models and optimization recipes
+### Open-source neural network model repository for highly sparse and sparse-quantized models with matching pruning recipes for CPUs and GPUs
 
 <p>
     <a href="https://github.com/neuralmagic/sparsezoo/blob/main/LICENSE">

docs/source/index.rst

@@ -17,8 +17,7 @@
 SparseZoo |version|
 ===================
 
-Neural network model repository for highly sparse models and optimization recipes
-
+Open-source neural network model repository for highly sparse and sparse-quantized models with matching pruning recipes for CPUs and GPUs
 .. raw:: html
 
     <div style="margin-bottom:16px;">
@@ -60,7 +59,7 @@ allowing for significantly faster models with limited to no effect on their base
 Recipe-driven approaches built around these optimizations allow you to take the models as given,
 transfer learn from the models onto private datasets, or transfer the recipes to your architectures.
 
-This repository contains the Python API code to handle the connection and authentication to the cloud.
+`This repository <https://github.com/neuralmagic/sparsezoo />`_ contains the Python API code to handle the connection and authentication to the cloud.
 
 Related Products
 ================
@@ -77,19 +76,19 @@ Related Products
 Resources and Learning More
 ===========================
 
-- `SparseML Documentation <https://docs.neuralmagic.com/sparseml/ />`_
-- `Sparsify Documentation <https://docs.neuralmagic.com/sparsify/ />`_
-- `DeepSparse Documentation <https://docs.neuralmagic.com/deepsparse/ />`_
-- `Neural Magic Blog <https://www.neuralmagic.com/blog/ />`_,
-  `Resources <https://www.neuralmagic.com/resources/ />`_,
-  `Website <https://www.neuralmagic.com/ />`_
+- `SparseML Documentation <https://docs.neuralmagic.com/sparseml />`_
+- `Sparsify Documentation <https://docs.neuralmagic.com/sparsify />`_
+- `DeepSparse Documentation <https://docs.neuralmagic.com/deepsparse />`_
+- `Neural Magic Blog <https://www.neuralmagic.com/blog />`_,
+  `Resources <https://www.neuralmagic.com/resources />`_,
+  `Website <https://www.neuralmagic.com />`_
 
 Release History
 ===============
 
 Official builds are hosted on PyPi
-- stable: `sparsezoo <https://pypi.org/project/sparsezoo/ />`_
-- nightly (dev): `sparsezoo-nightly <https://pypi.org/project/sparsezoo-nightly/ />`_
+- stable: `sparsezoo <https://pypi.org/project/sparsezoo />`_
+- nightly (dev): `sparsezoo-nightly <https://pypi.org/project/sparsezoo-nightly />`_
 
 Additionally, more information can be found via
 `GitHub Releases <https://github.com/neuralmagic/sparsezoo/releases />`_.
@@ -110,8 +109,9 @@ Additionally, more information can be found via
     api/sparsezoo
 
 .. toctree::
-    :maxdepth: 2
-    :caption: Help and Support
+    :maxdepth: 3
+    :caption: Help
 
     Bugs, Feature Requests <https://github.com/neuralmagic/sparsezoo/issues>
-    Support, General Q&A <https://github.com/neuralmagic/sparsezoo/discussions>
+    Support, General Q&A <https://github.com/neuralmagic/sparsezoo/discussions>
+    Neural Magic Docs <https://docs.neuralmagic.com>