Merge branch 'MicrosoftDocs:main' into cosmos-quickstarts-refresh

seesharprun · web-flow · commit 3515fa3a7b8f · 2024-01-08T14:16:49.000-05:00
diff --git a/articles/cosmos-db/nosql/bulk-executor-java.md b/articles/cosmos-db/nosql/bulk-executor-java.md
@@ -35,7 +35,7 @@ Currently, the bulk executor library is supported only by Azure Cosmos DB for No
   
   - On Ubuntu, you can run `apt-get install maven` to install Maven.
 
-* Create an Azure Cosmos DB for NoSQL account by using the steps described in the [create database account](quickstart-java.md#create-a-database-account) section of the Java quickstart article.
+* Create an Azure Cosmos DB for NoSQL account by using the steps described in the [create database account](quickstart-java.md) section of the Java quickstart article.
 
 ## Clone the sample application
 
diff --git a/articles/cosmos-db/nosql/throughput-control-spark.md b/articles/cosmos-db/nosql/throughput-control-spark.md
@@ -16,7 +16,7 @@ ms.author: thvankra
 The [Spark Connector](quickstart-spark.md) allows you to communicate with Azure Cosmos DB using [Apache Spark](https://spark.apache.org/). This article describes how the throughput control feature works. Check out our [Spark samples in GitHub](https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/cosmos/azure-cosmos-spark_3_2-12/Samples) to get started using throughput control.
 
 > [!TIP]
-> This article documents the use of global throughput control groups in the Azure Cosmos DB Spark Connector, but the functionality is also available in the [Java SDK](./sdk-java-v4.md). In the SDK, you can also use both global and local Throughput Control groups to limit the RU consumption in the context of a single client connection instance. For example, you can apply this to different operations within a single microservice, or maybe to a single data loading program. Take a look at documentation on how to [use throughput control](quickstart-java.md#use-throughput-control) in the Java SDK.
+> This article documents the use of global throughput control groups in the Azure Cosmos DB Spark Connector, but the functionality is also available in the [Java SDK](./sdk-java-v4.md). In the SDK, you can also use both global and local Throughput Control groups to limit the RU consumption in the context of a single client connection instance. For example, you can apply this to different operations within a single microservice, or maybe to a single data loading program. Take a look at documentation on how to [use throughput control](quickstart-java.md) in the Java SDK.
 
 > [!WARNING]
 > Please note that throughput control is not yet supported for gateway mode. 
diff --git a/articles/cosmos-db/visualize-qlik-sense.md b/articles/cosmos-db/visualize-qlik-sense.md
@@ -42,7 +42,7 @@ Before following the instructions in this article, ensure that you have the foll
 
 * Create an Azure Cosmos DB API for NoSQL account by using the steps described in [create an account](create-sql-api-dotnet.md#create-account) section of the quickstart article.
 
-* [Create a database and a collection](nosql/quickstart-java.md#add-a-container) – You can use set the collection throughput value to 1000 RU/s. 
+* [Create a database and a collection](nosql/quickstart-java.md) – You can use set the collection throughput value to 1000 RU/s. 
 
 * Load the sample video game sales data to your Azure Cosmos DB account.
 
diff --git a/articles/machine-learning/data-science-virtual-machine/release-notes.md b/articles/machine-learning/data-science-virtual-machine/release-notes.md
@@ -21,6 +21,42 @@ Azure portal users will always find the latest image available for provisioning
 
 See the [list of known issues](reference-known-issues.md) to learn about known bugs and workarounds.
 
+## December 20, 2023
+[Data Science VM – Ubuntu 20.04](https://azuremarketplace.microsoft.com/marketplace/apps/microsoft-dsvm.ubuntu-2004?tab=Overview)
+
+Version `23.12.18`
+
+Main changes:
+
+- `numpy` version `1.22.3`
+- `pytz` version `2022.6`
+- `torch` version `1.12.0`
+- `certifi` version `2023.7.2`
+- `azure-mgmt-network` to version `25.1.0`
+- `scikit-learn` version `1.0.2`
+- `scipy` version `1.9.2`
+- `accuracy`
+- `pickle5`
+- `pillow` version `10.1.0`
+- `experimental`
+- `ipykernel` version `6.14.0`
+- `en_core_web_sm`
+
+## December 18, 2023
+
+[Data Science Virtual Machine - Windows 2019](https://azuremarketplace.microsoft.com/marketplace/apps/microsoft-dsvm.dsvm-win-2019?tab=Overview)
+
+Version `23.12.11`
+
+Main changes:
+
+- SDK `1.54.0`
+- numba
+- Scipy
+- `azure-core` to version `1.29.4`
+- `azure-identity` to version `1.14.0`
+- `azure-storage-queue` to version `12.7.2`
+
 ## December 5, 2023
 
 DSVM offering for [Data Science VM – Windows 2022](https://azuremarketplace.microsoft.com/marketplace/apps/microsoft-dsvm.dsvm-win-2022?tab=Overview) is now generally available in the marketplace.
diff --git a/articles/postgresql/flexible-server/concepts-extensions.md b/articles/postgresql/flexible-server/concepts-extensions.md
@@ -3,7 +3,7 @@ title: Extensions - Azure Database for PostgreSQL - Flexible Server
 description: Learn about the available PostgreSQL extensions in Azure Database for PostgreSQL - Flexible Server
 author: varun-dhawan
 ms.author: varundhawan
-ms.date: 12/18/2023
+ms.date: 1/8/2024
 ms.service: postgresql
 ms.subservice: flexible-server
 ms.topic: conceptual
@@ -126,6 +126,8 @@ The following extensions are available in Azure Database for PostgreSQL - Flexib
 |[address_standardizer](http://postgis.net/docs/manual-2.5/Address_Standardizer.html)        |Used to parse an address into constituent elements.                                                                                                                        |N/A        |3.1.1      |3.1.1      |3.1.1      |3.0.0      |2.5.1       |
 |[address_standardizer_data_us](http://postgis.net/docs/manual-2.5/Address_Standardizer.html)|Address Standardizer US dataset example                                                                                                                                    |N/A        |3.1.1      |3.1.1      |3.1.1      |3.0.0      |2.5.1       |
 |[amcheck](https://www.postgresql.org/docs/13/amcheck.html)                                  |Functions for verifying relation integrity                                                                                                                                 |1.3        |1.2        |1.2        |1.2        |1.2        |1.1         |
+|[azure_ai](./generative-ai-azure-overview.md)                                               |Azure OpenAI and Cognitive Services integration for PostgreSQL                                                                                                             |0.1.0      |0.1.0      |0.1.0      |0.1.0      |N/A        |N/A         |
+|[azure_storage](../../postgresql/flexible-server/concepts-storage-extension.md)             |extension to export and import data from Azure Storage                                                                                                                     |1.3        |1.3        |1.3        |1.3        |1.3        |N/A         |
 |[bloom](https://www.postgresql.org/docs/13/bloom.html)                                      |Bloom access method - signature file based index                                                                                                                           |1          |1          |1          |1          |1          |1           |
 |[btree_gin](https://www.postgresql.org/docs/13/btree-gin.html)                              |Support for indexing common datatypes in GIN                                                                                                                               |1.3        |1.3        |1.3        |1.3        |1.3        |1.3         |
 |[btree_gist](https://www.postgresql.org/docs/13/btree-gist.html)                            |Support for indexing common datatypes in GiST                                                                                                                              |1.7        |1.5        |1.5        |1.5        |1.5        |1.5         |
diff --git a/articles/sentinel/ama-migrate.md b/articles/sentinel/ama-migrate.md
@@ -24,20 +24,20 @@ The following tables show gap analyses for the log types that currently rely on
 
 ### Windows logs
 
-|Log type / Support  |Azure Monitor agent support |Log Analytics agent support  |
-|---------|---------|---------|
-|**Security Events**     |  [Windows Security Events data connector](data-connectors/windows-security-events-via-ama.md)   |  [Windows Security Events data connector (Legacy)](data-connectors/security-events-via-legacy-agent.md)       |
-|**Filtering by security event ID**     |   [Windows Security Events data connector (AMA)](data-connectors/windows-security-events-via-ama.md)   |     -     |
-|**Filtering by event ID**     | Collection only        |   -       |
+| Log type / Support | Azure Monitor agent support | Log Analytics agent support |
+| --------- | --------- | --------- |
+| **Security Events** | [Windows Security Events data connector](data-connectors/windows-security-events-via-ama.md) | [Windows Security Events data connector (Legacy)](data-connectors/security-events-via-legacy-agent.md) |
+| **Filtering by security event ID** | [Windows Security Events data connector (AMA)](data-connectors/windows-security-events-via-ama.md) | - |
+| **Filtering by event ID** | Collection only | - |
 |**Windows Event Forwarding**     |  [Windows Forwarded Events](data-connectors/windows-forwarded-events.md)   |     -     |
 |**Windows Firewall Logs**     |  -        |  [Windows Firewall data connector](data-connectors/windows-firewall.md)       |
 |**Performance counters**     |   Collection only      |  Collection only       |
-|**Windows Event Logs**     |  Collection only       | Collection only        |
+| **Windows (System) Event Logs** | Collection only | Collection only |
 |**Custom logs (text)**     |   Collection only       |    Collection only     |
 |**IIS logs**     |    Collection only      |    Collection only     |
 |**Multi-homing**     |  Collection only       |   Collection only      |
-|**Application and service logs**     |    -      |    Collection only     |
-|**Sysmon**     |    Collection only      |      Collection only   |
+| **Application and service logs** | Collection only | Collection only |
+| **Sysmon** | Collection only | Collection only |
 |**DNS logs**     |   [Windows DNS servers via AMA connector](connect-dns-ama.md) (Public preview)       | [Windows DNS Server connector](data-connectors/dns.md) (Public preview)        |
 
 > [!IMPORTANT]
