switch from youtube to videoplayer

Author: sdgilley

articles/machine-learning/service/concept-automated-ml.md

@@ -48,7 +48,7 @@ You can also inspect the logged run information, which contains metrics gathered
 
 While model building is automated, you can also [learn how important or relevant features are](how-to-configure-auto-train.md#explain) to the generated models. 
 
-> [!VIDEO https://www.youtube.com/embed/l8c-4iDPE0M]
+> [!VIDEO https://www.microsoft.com/videoplayer/embed/RE2Xc9t]
 
 <a name="preprocess"></a>
 

articles/machine-learning/service/concept-model-management-and-deployment.md

@@ -30,7 +30,7 @@ Each step can be performed independently or as part of a single command. Additio
 
 [!['Azure Machine Learning continuous integration/continuous deployment (CI/CD) cycle'](media/concept-model-management-and-deployment/model-ci-cd.png)](media/concept-model-management-and-deployment/model-ci-cd.png#lightbox)
 
-> [!VIDEO https://www.youtube.com/embed/0MaHb070H_8]
+> [!VIDEO https://www.microsoft.com/videoplayer/embed/RE2X1GX]
 
 ## Step 1: Register model
 

articles/machine-learning/service/how-to-auto-train-forecast.md

@@ -20,7 +20,7 @@ In this article, you learn how to train a time-series forecasting regression mod
 * Configure specific time-series parameters in an [`AutoMLConfig`](/python/api/azureml-train-automl/azureml.train.automl.automlconfig) object
 * Run predictions with time-series data
 
-> [!VIDEO https://www.youtube.com/embed/mGr_c2UnOUI]
+> [!VIDEO https://www.microsoft.com/videoplayer/embed/RE2X1GW]
 
 ## Prerequisites
 

articles/machine-learning/service/ui-tutorial-automobile-price-train-score.md

@@ -31,7 +31,7 @@ In [part two](ui-tutorial-automobile-price-deploy.md) of the tutorial series, yo
 > A completed version of this tutorial is available as a sample experiment.
 > From the Experiments page, go to **Add New** > **Sample 1 - Regression: Automobile Price Prediction(Basic)**
 
-> [!VIDEO https://www.youtube.com/embed/VDKpDNX96aA]
+> [!VIDEO https://www.microsoft.com/videoplayer/embed/RE2X1GY]
 
 
 ## Create a workspace