Created a new documentation homepage.

Added image assets to be displayed on the homepage
Restructured the API Reference section of the documentation
Added library changes to the Release Notes sections

docs/source/api_reference/data_processing.rst

@@ -3,6 +3,8 @@ Data Processing
 
 .. currentmodule:: mlcompare.data
 
+The DatasetProcessor class takes in a Dataset instance and performs data preparation on the constructed Pandas DataFrame.
+It heavily utilizes Scikit-learn for its data processing capabilities.
 
 Classes
 -------
@@ -11,18 +13,9 @@ Classes
    :toctree: generated/
    :template: custom_class.rst
 
-   data_processor.DataProcessor
    dataset_processor.DatasetProcessor
    split_data.SplitData
 
-DataProcessor
-============
-
-.. autoclass:: mlcompare.DataProcessor
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
 DatasetProcessor
 =============
 

docs/source/api_reference/datasets.rst

@@ -3,6 +3,9 @@ Datasets
 
 .. currentmodule:: mlcompare.data
 
+The various Dataset classes primarily serve to turn a source of data into a Pandas DataFrame. Additionally, they 
+pass any user provided parameters to the DatasetProcessor.
+
 Classes
 -------
 

docs/source/api_reference/pipelines.rst

@@ -15,17 +15,17 @@ Functions
    data_exploration_pipeline
 
 Full Pipeline
-===========
+=============
 
 .. autoclass:: mlcompare.full_pipeline
    :members:
    :undoc-members:
    :show-inheritance:
 
-Data Exploration Pipeline
-=========================
+Data Pipeline
+=============
 
-.. autoclass:: mlcompare.data_exploration_pipeline
+.. autoclass:: mlcompare.data_pipeline
    :members:
    :undoc-members:
    :show-inheritance:

docs/source/index.rst

@@ -1,17 +1,75 @@
 MLCompare Documentation
 =======================
 
+:mod:`MLCompare` is a Python package for running model comparison pipelines, with the aim of being both 
+simple and flexible. It supports multiple popular ML libraries, retrieval from multiple online dataset 
+repositories, common data processing steps, and results visualization. Additionally, it allows for using 
+your own models and datasets within the pipelines.
+
+.. grid:: 1 2 2 2
+   :gutter: 4
+   :padding: 2 2 0 0
+   :class-container: sd-text-center
+
+   .. grid-item-card::  User guide
+      :img-top: assets/user-guide-icon.svg
+      :class-card: intro-card
+      :shadow: md
+
+      The user guide provides information for getting started with MLCompare as well as important
+      details for using the library.
+
+      +++
+
+      .. button-ref:: user_guide
+         :ref-type: ref
+         :click-parent:
+         :color: secondary
+         :expand:
+
+         see the User Guide
+
+   .. grid-item-card::  API reference
+      :img-top: assets/api-reference-icon.svg
+      :class-card: intro-card
+      :shadow: md
+
+      The API Reference contains a detailed description of the MLCompare API and source code. 
+      It assumes familiarity with the library from the User Guide.
+
+      +++
+
+      .. button-ref:: api_reference
+         :ref-type: ref
+         :click-parent:
+         :color: secondary
+         :expand:
+
+         see the API Reference
+
+   .. grid-item-card::  Release Notes
+      :img-top: assets/release-notes-icon.svg
+      :class-card: intro-card
+      :shadow: md
+
+      The release notes provide a summary of changes between each version of MLCompare.
+
+      +++
+
+      .. button-ref:: release_notes
+         :ref-type: ref
+         :click-parent:
+         :color: secondary
+         :expand:
+
+         see the Release Notes
+
+
 .. toctree::
-   :maxdepth: 1
+   :maxdepth: 3
+   :hidden:
+   :titlesonly:
 
    user_guide/index
    api_reference/index
    release_notes/index
-
-
-Indices and tables
-==================
-
-* :ref:`genindex`
-* :ref:`modindex`
-* :ref:`search`

docs/source/release_notes/index.rst

@@ -1,5 +1,28 @@
 Release Notes
 =============
 
-.. toctree::
-   :maxdepth: 1
+This is the list of changes to MLCompare between each release. For full details,
+see the `commit logs <https://github.com/MitchMedeiros/MLCompare/commits/>`_.
+
+Version 1.1.0
+-------------
+
+- Refactored DatasetProcessor, moving save_directory from a class attribute to a method argument
+- Added type validation to several methods within DatasetProcessor
+- Updated docstrings for the dataset_processor module
+- Updated unit tests for DatasetProcessor
+- Added optimal device selection for PyTorch models as default behavior
+- Corrected a logging issue with model processing
+
+Version 1.0.1
+-------------
+
+- Updated the project versioning to dynamically use the version in mlcompare/__init__.py
+- Modified the package attributes displayed on PyPi including adding links to documentation
+- Added the link to the documentation to the library __init__
+- Created a GitHub action for publishing newly tagged versions to PyPi
+
+Version 1.0.0
+-------------
+
+Initial Release