Update for reviewer comments (@randomir & @thisac) and plugin

Author: JoelPasvolsky

docs/concepts/index.rst

@@ -404,7 +404,7 @@ Concepts and Terminology
 
         Learn more: :ref:`concept_models_nonlinear`.
 
-    ocean
+    Ocean
         Ocean\ |tm| software is a suite of tools for using
         `D-Wave Quantum Inc. <https://www.dwavesys.com>`_ quantum computers and
         :term:`hybrid` :term:`solvers <solver>`.
@@ -648,7 +648,7 @@ Concepts and Terminology
         `subgraph <https://en.wikipedia.org/wiki/Glossary_of_graph_theory_terms#subgraph>`_
         on Wikipedia.
 
-    symbolic Math
+    symbolic math
         :ref:`index_dimod` supports symbolic math that can simplify your
         coding of problems.
 

docs/conf.py

@@ -28,7 +28,7 @@
 
 python_requires = setup_cfg['options']['python_requires']
 
-copyright = 'D-Wave Quantum Inc' #setup_cfg['metadata']['author']
+copyright = 'D-Wave'
 
 rst_prolog = f"""
 .. |python_requires| replace:: {python_requires}

docs/index.rst

@@ -43,7 +43,13 @@
     .. tab-item:: ML/AI
         :name: tab_ml_ai
 
-        See the :ref:`qpu_stating_problems_machine_learning` section.
+        D-Wave's
+        `PyTorch Plugin <https://github.com/dwavesystems/dwave-pytorch-plugin>`_
+        provides an interface between D-Wave's quantum-classical :term:`hybrid`
+        :term:`solvers <solver>` and the `PyTorch <https://pytorch.org/>`_
+        framework.
+        
+        Also see the :ref:`qpu_stating_problems_machine_learning` section.
 
         Additional content for this topic is currently under development.
 
@@ -77,7 +83,7 @@ Welcome to |dwave_short|
                 *   -   :ref:`index_leap_sapi`
                     -   Quantum cloud service's account management, release
                         notes, IDE support, etc.
-                *   -   :ref:`concepts <index_concepts>`
+                *   -   :ref:`Concepts <index_concepts>`
                     -   Learn the relevant terminology and the fundamental
                         concepts. **Search for terms here.**
                 *   -   **More** > :ref:`Licenses <licenses>`

docs/leap_sapi/dev_env.rst

@@ -35,4 +35,4 @@ Requirements
 If you configure your IDE to use
 `Ocean-Dev Docker Images <https://github.com/dwavesystems/ocean-dev-docker>`_,
 your development environment is updated with a recent Ocean SDK release.
-You can see an example `here <https://github.com/dwave-examples/sudoku>`_.
+You can see an example `here <https://github.com/dwave-examples/portfolio-optimization>`_.

docs/leap_sapi/sapi_rest.rst

@@ -124,7 +124,7 @@ explained in the :ref:`sapi_rest_url_token_setup` subsection.
 .. testsetup:: rest_live
 
     import os
-    SAPI_TOKEN = os.environ["SAPI_TOKEN"]   # https://git.dwavesys.local/projects/SAPI/repos/documentation/pull-requests/528/overview
+    SAPI_TOKEN = os.environ["SAPI_TOKEN"]   # pull-request 528
 
 .. doctest:: rest_live
     :skipif: False
@@ -153,7 +153,7 @@ Resources
 .. testsetup:: rest_live
 
     import os
-    SAPI_TOKEN = os.environ["SAPI_TOKEN"]   # https://git.dwavesys.local/projects/SAPI/repos/documentation/pull-requests/528/overview
+    SAPI_TOKEN = os.environ["SAPI_TOKEN"]   # pull-request 528
 
 This chapter describes supported Solver Application Programming Interface (SAPI)
 resources and provides example usages.
@@ -1614,7 +1614,7 @@ End-to-End Examples
 .. testsetup:: rest_live
 
     import os
-    SAPI_TOKEN = os.environ["SAPI_TOKEN"]   # https://git.dwavesys.local/projects/SAPI/repos/documentation/pull-requests/528/overview
+    SAPI_TOKEN = os.environ["SAPI_TOKEN"]   # pull-request 528
 
 This chapter demonstrates using the RESTful Solver Application Programming
 Interface (SAPI) directly---without :ref:`Ocean software <index_ocean_sdk>`

docs/ocean/install.rst

@@ -76,7 +76,7 @@ and install the SDK to your virtual environment; for example:
 
     git clone https://github.com/dwavesystems/dwave-ocean-sdk.git
     cd dwave-ocean-sdk
-    python setup.py install
+    pip install .
 
 Note: To install a particular tool within the SDK only, follow the
 :ref:`link <ocean_source_code>`  to the GitHub repository for the tool, and

setup.cfg

@@ -15,7 +15,7 @@ name = dwave-ocean-sdk
 project_urls =
     Changes = https://github.com/dwavesystems/dwave-ocean-sdk/releases
     Documentation = https://docs.dwavequantum.com/
-    Souce Code = https://github.com/dwavesystems/dwave-ocean-sdk
+    Source Code = https://github.com/dwavesystems/dwave-ocean-sdk
 url = https://github.com/dwavesystems/dwave-ocean-sdk
 version = attr: dwaveoceansdk.__version__