edits

Author: cjgronlund

articles/machine-learning/classic/retired-data-science-for-beginners-videos.md

@@ -8,11 +8,11 @@ ms.topic: conceptual
 
 author: cjgronlund
 ms.author: cgronlun
-ms.date: 10/25/2021
+ms.date: 10/24/2021
 ---
 # Retired: Data Science for Beginners videos series
 
-The Data Science for Beginners videos have been retired as part of the deprecation of Machine Learning Studio (classic).
+The Data Science for Beginners videos have been retired and are no longer available as part of the deprecation of Machine Learning Studio (classic).
 
 [!INCLUDE [ML Studio (classic) retirement](../../../includes/machine-learning-studio-classic-deprecation.md)]
 
@@ -23,4 +23,4 @@ The Data Science for Beginners videos have been retired as part of the deprecati
     You're skilled in technology and the social sciences, using your expertise to experiment and develop solutions to complex business needs using big data. Get the skills and knowledge needed to build your career as a successful Data Scientist.
 - [Microsoft Learn for AI Developers](/learn/roles/ai-engineer) 
     Whether in the cloud or hybrid environments, AI Engineers develop and deploy cognitive services, machine learning, and knowledge mining solutions to help their organization stay ahead of the game. Get the skills and knowledge needed to build your career as a successful AI Engineer.
-- [Get Microsoft Certified: Azure Data Scientist Associate](/learn/certifications/azure-data-scientist/)
+- [Microsoft Certified: Azure Data Scientist Associate](/learn/certifications/azure-data-scientist/)