Update READMEs

Author: seanpmorgan

README.md

@@ -47,7 +47,7 @@ TF-Addons. In order to achieve these we require that our additions
 conform to established API patterns seen in core TensorFlow.
 
 #### Proxy Maintainership
-Addons has been designed to compartmentatlizae subpackages and submodules so 
+Addons has been designed to compartmentalize subpackages and submodules so 
 that they can be maintained by users who have expertise and a vested interest 
 in that component. 
 

examples/README.md

@@ -7,22 +7,15 @@ TensorFlow Addons welcomes and highly encourages example contributions.
 
 Addons examples are created using [Google Colab](https://colab.research.google.com/) 
 and the jupyter notebooks are saved to this directory in the repository. To do 
-this... follow the below steps:
+this, follow the below steps:
 
-1. Create a docs branch on your fork of TensorFlow Addons
+1. Create a new branch on your fork of TensorFlow Addons
 2. Goto [Google Colab](https://colab.research.google.com/) and start a new 
-notebook using this template:
-[https://github.com/tensorflow/docs/blob/master/tools/templates/notebook.ipynb](https://github.com/tensorflow/docs/blob/master/tools/templates/notebook.ipynb)
-3. Remove the URL box titled "View on TensorFlow.org"
-8. Edit the "View source on Github" and "Run in Google Colab" URL boxesso that 
-they point to the where the example notebook will exist on the master branch 
-after the PR is merged.
-4. Install the correct TF versions at the top of the colab session:
-    ```
-    !pip install tensorflow==2.0.0.a0
-    !pip install tensorflow-addons
-    ```
-5. Follow the guidelines of the template
-6. "Save a copy in Github" and select your new branch. The notebook should be 
-named `subpackage_submodule`
-7. Submit the branch as a PR on the TF-Addons Github
+notebook using addons example template:
+[examples/template.ipynb](examples/template.ipynb)
+3. Edit the the links for the "View source on GitHub" and "Run in Google Colab" 
+URL boxes so that they match the name of your new example notebook.
+4. Follow the guidelines of the template
+5. "Save a copy in Github" and select your new branch. The notebook should be 
+named `subpackage_submodule`.
+6. Submit the branch as a PR on the TF-Addons Github