Updated install docs

Author: edwinsolisf

docs/functions.rst

@@ -21,7 +21,7 @@ Functions
 Documentation grouped by category:
 
 
-.. collapse:: Arrayfire Classes
+.. collapse:: ArrayFire Classes
 
     .. list-table::
 
@@ -33,7 +33,7 @@ Documentation grouped by category:
             - Represents an ArrayFire Feature Extraction class
 
 
-.. collapse:: Arrayfire Functions
+.. collapse:: ArrayFire Functions
 
     .. list-table::
 
@@ -529,7 +529,7 @@ Documentation grouped by category:
             - Creates an array filled with zeros.
 
 
-.. collapse:: Arrayfire Functions by Category
+.. collapse:: ArrayFire Functions by Category
 
     .. list-table::
 
@@ -552,7 +552,7 @@ Documentation grouped by category:
             * - :doc:`Special Functions <special_functions>`
                 - Functions for convolutions, creating and applying specific types of filters, commonly used in signal processing and analysis.
 
-.. collapse:: Arrayfire Constants
+.. collapse:: ArrayFire Constants
 
     .. list-table::
 

docs/indexing.rst

@@ -109,7 +109,7 @@ You can use Python's slicing notation to define a range when indexing in **array
 Indexing using af.Array 
 ***************************
 
-In Python with arrayfire, you can also index arrays using other **af.Array** objects. Arrayfire flattens the input and treats the elements inside the array
+In Python with arrayfire, you can also index arrays using other **af.Array** objects. ArrayFire flattens the input and treats the elements inside the array
 as column major indices to index the original Array as 1D Array.
 
 .. code-block:: python

docs/installation.rst

@@ -1,12 +1,23 @@
 ArrayFire Installer
 ===================
 
-Installing ArrayFire couldn't be easier. Navigate to https://arrayfire.com/download and download the appropriate installer for the target architecture and operating system. Although ArrayFire can be `built from source <https://github.com/arrayfire/arrayfire-python/tree/master?tab=readme-ov-file#arrayfire-python-bindings>`_, the installers conveniently package necessary dependencies.
+To use ArrayFire-Python you require three things:
 
-Install the latest device drivers before using ArrayFire. Drivers and runtimes should be downloaded and installed from each device vendor's website.
+.. list-table::
 
-Install Instructions
-####################
+    * - :literal:`arrayfire-python` package
+      - You may install it through pip :literal:`pip install arrayfire-python` or from `building arrayfire-python wheel <../README.md>`_
+    
+    * - :literal:`arrayfire-binary-python-wrapper`
+      - You may download and install through pip :literal:`pip install arrayfire_binary_python_wrapper-0.8.0+af3.10.0 -f https://arrayfire.com/python/binaries` which will come with ArrayFire C Libraries as well. You may also `build from source <https://github.com/arrayfire/arrayfire-binary-python-wrapper>`_ without the C Libraries.
+
+    * - :literal:`ArrayFire C/C++ Libraries`
+      - If you build the binary wrapper from source or wish to program with ArrayFire in C/C++, navigate to https://arrayfire.com/download and download the appropriate installer for the target architecture and operating system. Although ArrayFire can be `built from source <https://github.com/arrayfire/arrayfire-python/tree/master?tab=readme-ov-file#arrayfire-python-bindings>`_, the installers conveniently package necessary dependencies.
+
+Below we detail more on the ArrayFire C Libraries installation procedure. Install the latest device drivers before using ArrayFire. Drivers and runtimes should be downloaded and installed from each device vendor's website.
+
+Install Instructions for ArrayFire C Libraries
+###############################################
 
 * :ref:`Windows <Windows>`
 * :ref:`Linux <Linux>`

docs/overview.rst

@@ -16,7 +16,7 @@ Installing ArrayFire
 
 Install ArrayFire using either a binary installer for Windows, OSX, or Linux or download it from source:
   * `Download and install Binaries <https://arrayfire.com/download/>`_
-  * `Build from source <https://github.com/arrayfire/arrayfire-py>`_
+  * `Build from source <https://github.com/arrayfire/arrayfire>`_
 
 Using ArrayFire
 ***************
@@ -112,4 +112,4 @@ Email
 Citations and Acknowledgements
 ******************************
 
-If you redistribute ArrayFire, please follow the terms established in `the license <https://github.com/arrayfire/arrayfire-python/blob/master/LICENSE>`_. If you wish to cite ArrayFire in an academic publication, please use the following reference:
+If you redistribute ArrayFire, please follow the terms established in `the license <https://github.com/arrayfire/thon/blob/master/LICENSE>`_. If you wish to cite ArrayFire in an academic publication, please use the following reference: