more video links

Author: HeidiSteen

articles/search/index-similarity-and-scoring.md

@@ -54,16 +54,7 @@ Azure Cognitive Search supports two different similarity ranking algorithms: A *
 
 For now, you can specify which similarity ranking algorithm you would like to use. For more information, see [Ranking algorithm](index-ranking-similarity.md).
 
-## Watch this video
-
-In this 16-minute video, software engineer Raouf Merouche explains the process of indexing, querying, and how to create scoring profiles. It gives you a good idea of what is going on under the hood as your documents are being indexed and retrieved.
-
->[!VIDEO https://channel9.msdn.com/Shows/AI-Show/Similarity-and-Scoring-in-Azure-Cognitive-Search/player]
-
-+ 2 - 3 minutes cover indexing: text processing and lexical analysis.
-+ 3 - 4 minutes cover indexing: inverted indexes.
-+ 4 - 6 minutes cover querying: retrieval and ranking.
-+ 7 - 16 minutes covers scoring profiles.
+The following video segment starts on an explanation of the ranking algorithms used in Azure Cognitive Search. You can watch the full video for more background.
 
 > [!VIDEO https://www.youtube.com/embed/Y_X6USgvB1g?version=3&start=322&end=643]
 

articles/search/index.yml

@@ -32,7 +32,7 @@ landingContent:
       - linkListType: video
         links:
           - text: What is Cognitive Search (1 min 27 sec)
-            url: https://channel9.msdn.com/Blogs/Azure/What-is-Azure-Search/player
+            url: https://channel9.msdn.com/Events/Connect/2016/138/player
 
   # Card
   - title: Index Azure data

articles/search/search-what-is-azure-search.md

@@ -149,11 +149,6 @@ Alternatively, you can [activate MSDN subscriber benefits](https://azure.microso
 
 Search engines are the common drivers of information retrieval in mobile apps, on the web, and in corporate data stores. Azure Cognitive Search gives you tools for creating a search experience similar to those on large commercial web sites.
 
-In this 9-minute video from program manager Liam Cavanagh, learn how integrating a search engine can benefit your app. Short demos cover key features in Azure Cognitive Search, and what a typical workflow looks like. 
-
->[!VIDEO https://channel9.msdn.com/Events/Connect/2016/138/player]
- 
-+ 0-3 minutes covers key features and use-cases.
-+ 3-4 minutes covers service provisioning. 
-+ 4-6 minutes covers Import Data wizard used to create an index using the built-in real estate dataset.
-+ 6-9 minutes covers Search explorer and various queries.
+In this 15-minute video, program manager Luis Cabrera introduces Azure Cognitive Search. 
+
+>[!VIDEO https://channel9.msdn.com/Events/Connect/2016/138/player]