diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index c4b6a1c5..7b13633c 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,6 +1,6 @@
 # Contributing Guidelines
 
-Thank you for your interest in contributing to our project. Whether it's a bug report, new feature, correction, or additional
+Thank you for your interest in contributing to the OpenSource documentation! Whether it's a bug report, new feature, correction, or additional
 documentation, we greatly value feedback and contributions from our community.
 
 Please read through this document before submitting any issues or pull requests to ensure we have all the necessary
@@ -9,7 +9,7 @@ information to effectively respond to your bug report or contribution.
 
 ## Reporting Bugs/Feature Requests
 
-We welcome you to use the GitHub issue tracker to report bugs or suggest features.
+Use the GitHub issue tracker to report bugs or suggest features.
 
 When filing an issue, please check existing open, or recently closed, issues to make sure somebody else hasn't already
 reported the issue. Please try to include as much information as you can. Details like these are incredibly useful:
diff --git a/_ml-commons-plugin/api.md b/_ml-commons-plugin/api.md
index 219c1505..01a9bdd0 100644
--- a/_ml-commons-plugin/api.md
+++ b/_ml-commons-plugin/api.md
@@ -20,7 +20,7 @@ The Machine Learning (ML) commons API lets you train ML algorithms synchronously
 
 In order to train tasks through the API, three inputs are required. 
 
-- Algorithm name: Must be one of a [FunctionaName](https://github.com/opensearch-project/ml-commons/blob/1.3/common/src/main/java/org/opensearch/ml/common/parameter/FunctionName.java). This determines what algorithm the ML Engine runs. To add a new function, see [How To Add a New Function](https://github.com/opensearch-project/ml-commons/blob/main/docs/how-to-add-new-function.md).
+- Algorithm name: Must be one of a [FunctionName](https://github.com/opensearch-project/ml-commons/blob/1.3/common/src/main/java/org/opensearch/ml/common/parameter/FunctionName.java). This determines what algorithm the ML Engine runs. To add a new function, see [How To Add a New Function](https://github.com/opensearch-project/ml-commons/blob/main/docs/how-to-add-new-function.md).
 - Model hyper parameters: Adjust these parameters to make the model train better.  
 - Input data: The data input that trains the ML model, or applies the ML models to predictions. You can input data in two ways, query against your index or use data frame.