Add intRVFL to the models module (#125)

* Add intRVFL to the models module

* [github-action] formatting fixes

* Refactor IntRVFL model implementation

* [github-action] formatting fixes

* Remove reference from all

* Added minor revisions

* [github-action] formatting fixes

* Add ridge regression to functional module

* [github-action] formatting fixes

* Refactor IntRVFL one-hot transform

* [github-action] formatting fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: mikeheddes <mikeheddes@gmail.com>

Author: 3 people

README.md

@@ -42,6 +42,8 @@ The API documentation is divided into several sections:
 - [`torchhd`](https://torchhd.readthedocs.io/en/stable/torchhd.html)
 - [`torchhd.embeddings`](https://torchhd.readthedocs.io/en/stable/embeddings.html)
 - [`torchhd.structures`](https://torchhd.readthedocs.io/en/stable/structures.html)
+- [`torchhd.models`](https://torchhd.readthedocs.io/en/stable/models.html)
+- [`torchhd.memory`](https://torchhd.readthedocs.io/en/stable/memory.html)
 - [`torchhd.datasets`](https://torchhd.readthedocs.io/en/stable/datasets.html)
 
 You can improve the documentation by sending pull requests to this repository.
@@ -104,7 +106,11 @@ We are always looking for people that want to contribute to the library. If you
 
 ### Documentation
 
-To build the documentation locally, use `pip install -r docs/requirements.txt` to install the required packages. Then, with `sphinx-build -b html docs build` you can generate the html documentation in the `/build` directory. To create a clean build, remove the `/build` and `/docs/generated` directories.
+To build the documentation locally do the following:
+1. Use `pip install -r docs/requirements.txt` to install the required packages. 
+2. Use `sphinx-build -b html docs build` to generate the html documentation in the `/build` directory. 
+
+To create a clean build, remove the `/build` and `/docs/generated` directories.
 
 ### Creating a New Release
 

docs/models.rst

@@ -10,3 +10,4 @@ torchhd.models
     :template: class.rst
 
     Centroid
+    IntRVFL

docs/torchhd.rst

@@ -39,6 +39,7 @@ Operations
     multirandsel
     create_random_permute
     resonator
+    ridge_regression
     soft_quantize
     hard_quantize