Merge branch 'master' of https://github.com/MicrosoftDocs/azure-docs-pr into lbvnetupd

commit

Author: asudbring

articles/cognitive-services/text-analytics/overview.md

@@ -15,7 +15,7 @@ ms.author: aahi
 
 # What is the Text Analytics API?
 
-The Text Analytics API is a cloud-based service that provides advanced natural language processing over raw text, and includes four main functions: sentiment analysis, key phrase extraction, language detection, and entity recognition.
+The Text Analytics API is a cloud-based service that provides advanced natural language processing over raw text, and includes four main functions: sentiment analysis, key phrase extraction, language detection, and named entity recognition.
 
 The API is a part of [Azure Cognitive Services](https://docs.microsoft.com/azure/cognitive-services/), a collection of machine learning and AI algorithms in the cloud for your development projects.
 
@@ -47,7 +47,7 @@ The workflow is simple: you submit data for analysis and handle outputs in your
 
 2. [Formulate a request](how-tos/text-analytics-how-to-call-api.md#json-schema) containing your data as raw unstructured text, in JSON.
 
-3. Post the request to the endpoint established during sign-up, appending the desired resource: sentiment analysis, key phrase extraction, language detection, or entity identification.
+3. Post the request to the endpoint established during sign-up, appending the desired resource: sentiment analysis, key phrase extraction, language detection, or named entity recognition.
 
 4. Stream or store the response locally. Depending on the request, results are either a sentiment score, a collection of extracted key phrases, or a language code.