sap-tutorials
diff --git a/‎README.MD‎
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diff --git a/‎tutorials/ai-core-code/ai-core-code.md‎
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@@ -7,7 +7,7 @@ Welcome to the Markdown tutorial catalog for tutorials you can find on the [SAP
 
 
 # How to contribute
-Contributions from external authors may be accepted in the future. However, for now you can provide us with feedback (e.g. outdated screens) and suggestions for improvements on existing tutorials by creating a GitHub issue.
+Contributions from external authors may be accepted in the future. However, for now you can provide us with feedback (e.g., outdated screens) and suggestions for improvements on existing tutorials by creating a GitHub issue.
 
 We have a large tutorial pipeline in the works, but in case you have something in mind right away, please [create a new issue](https://github.com/SAPDocuments/Tutorials/issues/new) with the Label `enhancement` and let us know what you'd like to see covered in a tutorial.
 
 
@@ -147,7 +147,7 @@ Open your terminal and navigate to your `hello-aicore-code` directory.  You will
 
 <!-- border -->![image](img/navigate.png)
 
-Copy and edit the following command to build your docker image. The command follows the format `docker build -t <DOCKER_REGITRY>/<YOUR_DOCKER_USERNAME>/<IMAGE_NAME>:<TAG_NAME>`. So for example, if you are using your organization's registry which has the URL `myteam.myorg`, The command should be `docker build -t myteam.myorg/yourusername/house-price:01 .`
+Copy and edit the following command to build your docker image. The command follows the format `docker build -t <DOCKER_REGISTRY>/<YOUR_DOCKER_USERNAME>/<IMAGE_NAME>:<TAG_NAME>`. So for example, if you are using your organization's registry which has the URL `myteam.myorg`, The command should be `docker build -t myteam.myorg/yourusername/house-price:01 .`
 
 ```BASH
 docker build -t docker.io/<YOUR_DOCKER_USERNAME>/house-price:01 .
@@ -568,7 +568,7 @@ response.__dict__
 
 [OPTION END]
 
-The execution will go from **UNKOWN** to **RUNNING** then to the **DEAD** state. Resolving this is covered in next step.
+The execution will go from **UNKNOWN** to **RUNNING** then to the **DEAD** state. Resolving this is covered in next step.
 
 
 ### Look for error logs in execution
@@ -717,21 +717,21 @@ Check the status of your execution. When the status turns to **COMPLETED**, you
 
 ### Scheduling Execution (optional)
 
-AI core Also provides the functionality to auto shedule Executions based on Time. 
+AI core Also provides the functionality to auto schedule Executions based on Time. 
 
-To shedule an Execution at particular time of the day visit ML `operations > shedules` and click on Add
+To schedule an Execution at particular time of the day visit ML `operations > schedules` and click on Add
 
 <!-- border -->![image](img/ail/Schedule1.jpg)
 
-Choose senario as House price and click on next
+Choose scenario as House price and click on next
 
 <!-- border -->![image](img/ail/Schedule2.jpg)
 
 Choose Executable and click on next.
 
 <!-- border -->![image](img/ail/Schedule3.jpg)
 
-Now a screen will appear where you can choose between the avilable Execution config and click on next
+Now a screen will appear where you can choose between the available Execution config and click on next
 
 <!-- border -->![image](img/ail/Schedule4.jpg)