DOC: minor fix for readme (#60)

* DOC: minor fix for readme

Author: facaiy

CONTRIBUTING.md

@@ -21,7 +21,7 @@ Want to contribute but not sure of what? Here are a few suggestions:
   these are a great way to familiarize yourself and others with TF-Addons.
 2. Solve an [existing issue](https://github.com/tensorflow/addons/issues).
   These range from low-level software bugs to higher-level design problems.
-  Check out the label [help wanted](https://github.com/tensorflow/addons/issues?q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22).
+  Check out the label [help wanted](https://github.com/tensorflow/addons/issues?q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22). If you're a new contributor, the label [good first issue](https://github.com/tensorflow/addons/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22) can be a good place to start.
 
 All submissions, including submissions by project members, require
 review.
@@ -86,4 +86,4 @@ your current agreements on file or to sign a new one.
 
 You generally only need to submit a CLA once, so if you've already submitted one
 (even if it was for a different project), you probably don't need to do it
-again.
+again.

README.md

@@ -12,7 +12,7 @@ developments that cannot be integrated into core TensorFlow
 ## Contents
 | Sub-Package    | Addon  | Reference                                  |
 |:----------------------- |:----------- |:---------------------------- |
-| addons.image | Transform |                                           |
+| addons.image | transform |                                           |
 | addons.layers | Maxout | https://arxiv.org/abs/1302.4389             |
 | addons.layers | PoinareNormalize | https://arxiv.org/abs/1705.08039  |
 | addons.layers | WeightNormalization | https://arxiv.org/abs/1602.07868 |

tensorflow_addons/custom_ops/README.md

@@ -13,17 +13,16 @@
 In order to conform with the current API standard, all custom ops
 must:
  * Must be impossible to implement in one of the other API
- standards (Layers, Losses, etc.)
- * Add the addon to the `py_library` in this sub-package's BUILD file
+ standards (Layers, Losses, etc.).
+ * Add the addon to the `py_library` in this sub-package's BUILD file.
 
 #### Testing Requirements
  * Simple unittests that demonstrate the custom op is behaving as
     expected.
  * When applicable, run all unittests with TensorFlow's
   `@run_all_in_graph_and_eager_modes` decorator.
- * Add a `py_test` to the custom-op's BUILD file
+ * Add a `py_test` to the custom-op's BUILD file.
 
 #### Documentation Requirements
- * Update the table of contents in the project's central README
- * Update the table of contents in this sub-packages's README
- 
+ * Update the table of contents in the project's central README.
+ * Update the table of contents in this sub-packages's README.

tensorflow_addons/layers/README.md

@@ -15,16 +15,15 @@ must:
  * Inherit from either `keras.layers.Layer` or its subclasses.
  * [Register as a keras global object](https://github.com/tensorflow/addons/blob/master/tensorflow_addons/utils/python/keras_utils.py)
   so it can be serialized properly.
- * Add the addon to the `py_library` in this sub-package's README
+ * Add the addon to the `py_library` in this sub-package's BUILD file.
 
 #### Testing Requirements
  * Simple unittests that demonstrate the layer is behaving as expected.
  * When applicable, run all unittests with TensorFlow's
   `@run_all_in_graph_and_eager_modes` decorator.
  * Run `keras.testing_utils.layer_test` on the layer.
- * Add a `py_test` to this sub-package's BUILD file
+ * Add a `py_test` to this sub-package's BUILD file.
 
 #### Documentation Requirements
- * Update the table of contents in the project's central README
- * Update the table of contents in this sub-package's README
- 
+ * Update the table of contents in the project's central README.
+ * Update the table of contents in this sub-package's README.

tensorflow_addons/losses/README.md

@@ -14,16 +14,15 @@ must:
  * Inherit from `keras.losses.LossFunctionWrapper`.
  * [Register as a keras global object](https://github.com/tensorflow/addons/blob/master/tensorflow_addons/utils/python/keras_utils.py)
   so it can be serialized properly.
- * Add the addon to the `py_library` in this sub-package's README
+ * Add the addon to the `py_library` in this sub-package's BUILD file.
 
 #### Testing Requirements
  * Simple unittests that demonstrate the loss is behaving as expected on
  some set of known inputs and outputs.
  * When applicable, run all tests with TensorFlow's
  `@run_all_in_graph_and_eager_modes` decorator.
- * Add a `py_test` to this sub-package's BUILD file
+ * Add a `py_test` to this sub-package's BUILD file.
 
 #### Documentation Requirements
- * Update the table of contents in the project's central README
- * Update the table of contents in this sub-package's README
- 
+ * Update the table of contents in the project's central README.
+ * Update the table of contents in this sub-package's README.

tensorflow_addons/optimizers/README.md

@@ -13,14 +13,13 @@ must:
  * Inherit from either `keras.optimizer_v2.OptimizerV2` or its subclasses.
  * [Register as a keras global object](https://github.com/tensorflow/addons/blob/master/tensorflow_addons/utils/python/keras_utils.py)
   so it can be serialized properly.
- * Add the addon to the `py_library` in this sub-package's README
+ * Add the addon to the `py_library` in this sub-package's BUILD file.
 
 #### Testing Requirements
  * When applicable, run all tests with TensorFlow's
- `@run_all_in_graph_and_eager_modes` decorator
- * Add a `py_test` to this sub-package's BUILD file
+ `@run_all_in_graph_and_eager_modes` decorator.
+ * Add a `py_test` to this sub-package's BUILD file.
 
 #### Documentation Requirements
- * Update the table of contents in the project's central README
- * Update the table of contents in this sub-packages's README
-  
+ * Update the table of contents in the project's central README.
+ * Update the table of contents in this sub-packages's README.