ds beginners

articles/machine-learning/machine-learning-data-science-for-beginners-ask-a-question-you-can-answer-with-data.md

@@ -14,17 +14,30 @@
    ms.topic="article"
    ms.tgt_pltfrm="na"
    ms.workload="na"
-   ms.date="06/28/2016"
+   ms.date="07/15/2016"
    ms.author="cgronlun;brohrer;garye"/>
 
-# Data Science for Beginners video 3: Ask a question you can answer with data
+# Ask a question you can answer with data
+
+## Video 3: Data Science for Beginners series
 
 Learn how to formulate a data science question in Data Science for Beginners video 3. This video includes a comparison of questions for classification and regression algorithms.
 
 To get the most out of the series, watch them in order. [Go to the list of videos](#other-videos-in-this-series)
 
 > [AZURE.VIDEO data-science-for-beginners-ask-a-question-you-can-answer-with-data]
 
+## Other videos in this series
+
+*Data Science for Beginners* is a quick introduction to data science in five short videos.
+
+
+  * Video 1: [The 5 questions data science answers](machine-learning-data-science-for-beginners-the-5-questions-data-science-answers.md) *(5 min 14 sec)*
+  * Video 2: [Is your data ready for data science?](machine-learning-data-science-for-beginners-is-your-data-ready-for-data-science.md) *(4 min 56 sec)*
+  * Video 3: Ask a question you can answer with data
+  * Video 4: [Predict an answer with a simple model](machine-learning-data-science-for-beginners-predict-an-answer-with-a-simple-model.md) *(7 min 42 sec)*
+  * Video 5: [Copy other people's work to do data science](machine-learning-data-science-for-beginners-copy-other-peoples-work-to-do-data-science.md) *(3 min 18 sec)*
+
 ## Transcript: Ask a question you can answer with data
 
 Welcome to the third video in the series "Data Science for Beginners".  
@@ -83,16 +96,6 @@ We’ve talked about some basic principles for asking a question you can answer
 
 Be sure to check out the other videos in “Data Science for Beginners” from Microsoft Azure Machine Learning.
 
-## Other videos in this series
-
-*Data Science for Beginners* is a quick introduction to data science in five short videos.
-
-
-  * Video 1: [The 5 questions data science answers](machine-learning-data-science-for-beginners-the-5-questions-data-science-answers.md)
-  * Video 2: [Is your data ready for data science?](machine-learning-data-science-for-beginners-is-your-data-ready-for-data-science.md)
-  * Video 3: Ask a question you can answer with data
-  * Video 4: [Predict an answer with a simple model](machine-learning-data-science-for-beginners-predict-an-answer-with-a-simple-model.md)
-  * Video 5: [Copy other people's work to do data science](machine-learning-data-science-for-beginners-copy-other-peoples-work-to-do-data-science.md)
 
 ## Next steps
 

articles/machine-learning/machine-learning-data-science-for-beginners-copy-other-peoples-work-to-do-data-science.md

@@ -14,17 +14,29 @@
    ms.topic="article"
    ms.tgt_pltfrm="na"
    ms.workload="na"
-   ms.date="06/30/2016"
+   ms.date="07/15/2016"
    ms.author="cgronlun;brohrer;garye"/>
 
-# Data Science for Beginners video 5: Copy other people's work to do data science
+# Copy other people's work to do data science
+
+## Video 5: Data Science for Beginners series
 
 One of the trade secrets of data science is getting other people to do your work for you. Find a clustering algorithm example to use for your own experiment.
 
 To get the most out of the series, watch them in order. [Go to the list of videos](#other-videos-in-this-series)
 
 > [AZURE.VIDEO data-science-for-beginners-series-copy-other-peoples-work-to-do-data-science]
 
+## Other videos in this series
+
+*Data Science for Beginners* is a quick introduction to data science in five short videos.
+
+  * Video 1: [The 5 questions data science answers](machine-learning-data-science-for-beginners-the-5-questions-data-science-answers.md) *(5 min 14 sec)*
+  * Video 2: [Is your data ready for data science?](machine-learning-data-science-for-beginners-is-your-data-ready-for-data-science.md) *(4 min 56 sec)*
+  * Video 3: [Ask a question you can answer with data](machine-learning-data-science-for-beginners-ask-a-question-you-can-answer-with-data.md) *(4 min 17 sec)*
+  * Video 4: [Predict an answer with a simple model](machine-learning-data-science-for-beginners-predict-an-answer-with-a-simple-model.md) *(7 min 42 sec)*
+  * Video 5: Copy other people's work to do data science
+
 ## Transcript: Copy other people's work to do data science
 
 Welcome to the fifth video in the series “Data Science for Beginners”.
@@ -79,15 +91,6 @@ There are other experiments in the [Cortana Intelligence Gallery](http://aka.ms/
 
 Be sure to check out the other videos in “Data Science for Beginners” from Microsoft Azure Machine Learning.
 
-## Other videos in this series
-
-*Data Science for Beginners* is a quick introduction to data science in five short videos.
-
-  * Video 1: [The 5 questions data science answers](machine-learning-data-science-for-beginners-the-5-questions-data-science-answers.md)
-  * Video 2: [Is your data ready for data science?](machine-learning-data-science-for-beginners-is-your-data-ready-for-data-science.md)
-  * Video 3: [Ask a question you can answer with data](machine-learning-data-science-for-beginners-ask-a-question-you-can-answer-with-data.md)
-  * Video 4: [Predict an answer with a simple model](machine-learning-data-science-for-beginners-predict-an-answer-with-a-simple-model.md)
-  * Video 5: Copy other people's work to do data science
 
 ## Next steps
 

articles/machine-learning/machine-learning-data-science-for-beginners-is-your-data-ready-for-data-science.md

@@ -14,18 +14,30 @@
    ms.topic="article"
    ms.tgt_pltfrm="na"
    ms.workload="na"
-   ms.date="06/27/2016"
+   ms.date="07/15/2016"
    ms.author="cgronlun;brohrer;garye"/>
 
 
-# Data Science for Beginners video 2: Is your data ready for data science?
+# Is your data ready for data science?
+
+## Video 2: Data Science for Beginners series
 
 Learn about evaluating your data to make sure it meets the basic criteria for data science.
 
 To get the most out of the series, watch them in order. [Go to the list of videos](#other-videos-in-this-series)
 
 > [AZURE.VIDEO data-science-for-beginners-series-is-your-data-ready-for-data-science]
 
+## Other videos in this series
+
+*Data Science for Beginners* is a quick introduction to data science in five short videos.
+
+  * Video 1: [The 5 questions data science answers](machine-learning-data-science-for-beginners-the-5-questions-data-science-answers.md) *(5 min 14 sec)*
+  * Video 2: Is your data ready for data science?
+  * Video 3: [Ask a question you can answer with data](machine-learning-data-science-for-beginners-ask-a-question-you-can-answer-with-data.md) *(4 min 17 sec)*
+  * Video 4: [Predict an answer with a simple model](machine-learning-data-science-for-beginners-predict-an-answer-with-a-simple-model.md) *(7 min 42 sec)*
+  * Video 5: [Copy other people's work to do data science](machine-learning-data-science-for-beginners-copy-other-peoples-work-to-do-data-science.md) *(3 min 18 sec)*
+
 ## Transcript: Is your data ready for data science?
 
 Welcome to "Is your data is ready for data science?" the second video in the series *Data Science for Beginners*.  
@@ -100,15 +112,6 @@ With data that's relevant, connected, accurate, and enough, we have all the ingr
 Be sure to check out the other 4 videos in *Data Science for Beginners* from Microsoft Azure Machine Learning.
 
 
-## Other videos in this series
-
-*Data Science for Beginners* is a quick introduction to data science in five short videos.
-
-  * Video 1: [The 5 questions data science answers](machine-learning-data-science-for-beginners-the-5-questions-data-science-answers.md)
-  * Video 2: Is your data ready for data science?
-  * Video 3: [Ask a question you can answer with data](machine-learning-data-science-for-beginners-ask-a-question-you-can-answer-with-data.md)
-  * Video 4: [Predict an answer with a simple model](machine-learning-data-science-for-beginners-predict-an-answer-with-a-simple-model.md)
-  * Video 5: [Copy other people's work to do data science](machine-learning-data-science-for-beginners-copy-other-peoples-work-to-do-data-science.md)
 
 
 ## Next steps

articles/machine-learning/machine-learning-data-science-for-beginners-predict-an-answer-with-a-simple-model.md

@@ -14,17 +14,29 @@
    ms.topic="article"
    ms.tgt_pltfrm="na"
    ms.workload="na"
-   ms.date="06/29/2016"
+   ms.date="07/15/2016"
    ms.author="cgronlun;brohrer;garye"/>
 
-# Data Science for Beginners video 4: Predict an answer with a simple model
+# Predict an answer with a simple model
+
+## Video 4: Data Science for Beginners series
 
 Learn how to create a simple model to predict the price of a diamond in Data Science for Beginners video 4. We'll draw a regression model with target data.
 
 To get the most out of the series, watch them in order. [Go to the list of videos](#other-videos-in-this-series)
 
 > [AZURE.VIDEO data-science-for-beginners-series-predict-an-answer-with-a-simple-model]
 
+## Other videos in this series
+
+*Data Science for Beginners* is a quick introduction to data science in five short videos.
+
+  * Video 1: [The 5 questions data science answers](machine-learning-data-science-for-beginners-the-5-questions-data-science-answers.md) *(5 min 14 sec)*
+  * Video 2: [Is your data ready for data science?](machine-learning-data-science-for-beginners-is-your-data-ready-for-data-science.md) *(4 min 56 sec)*
+  * Video 3: [Ask a question you can answer with data](machine-learning-data-science-for-beginners-ask-a-question-you-can-answer-with-data.md) *(4 min 17 sec)*
+  * Video 4: Predict an answer with a simple model
+  * Video 5: [Copy other people's work to do data science](machine-learning-data-science-for-beginners-copy-other-peoples-work-to-do-data-science.md) *(3 min 18 sec)*
+
 ## Transcript: Predict an answer with a simple model
 
 Welcome to the fourth video in the "Data Science for Beginners" series. In this one, we'll build a simple model and make a prediction.
@@ -123,15 +135,6 @@ Today, we've talked about how to do linear regression, and we made a prediction
 Be sure to check out the other videos in "Data Science for Beginners" from Microsoft Azure Machine Learning.
 
 
-## Other videos in this series
-
-*Data Science for Beginners* is a quick introduction to data science in five short videos.
-
-  * Video 1: [The 5 questions data science answers](machine-learning-data-science-for-beginners-the-5-questions-data-science-answers.md)
-  * Video 2: [Is your data ready for data science?](machine-learning-data-science-for-beginners-is-your-data-ready-for-data-science.md)
-  * Video 3: [Ask a question you can answer with data](machine-learning-data-science-for-beginners-ask-a-question-you-can-answer-with-data.md)
-  * Video 4: Predict an answer with a simple model
-  * Video 5: [Copy other people's work to do data science](machine-learning-data-science-for-beginners-copy-other-peoples-work-to-do-data-science.md)
 
 ## Next steps
 

articles/machine-learning/machine-learning-data-science-for-beginners-the-5-questions-data-science-answers.md

@@ -21,10 +21,20 @@
 
 Get a quick introduction to data science from *Data Science for Beginners* in five short videos. This video series is helpful if you're interested in doing data science - or work with people who do data science - and you want to start with the most basic concepts.
 
-To get the most out of the series, watch them in order. [Go to the list of videos](#other-videos-in-this-series)
+This first video is about the kinds of questions that data science can answer. Data science predicts answers to questions using a number or category.To get the most out of the series, watch them in order. [Go to the list of videos](#other-videos-in-this-series)
 
 > [AZURE.VIDEO data-science-for-beginners-series-the-5-questions-data-science-answers]
 
+## Other videos in this series
+
+*Data Science for Beginners* is a quick introduction to data science taking about 25 minutes total. Check out the other four videos:
+
+  * Video 1: The 5 questions data science answers
+  * Video 2: [Is your data ready for data science?](machine-learning-data-science-for-beginners-is-your-data-ready-for-data-science.md) *(4 min 56 sec)*
+  * Video 3: [Ask a question you can answer with data](machine-learning-data-science-for-beginners-ask-a-question-you-can-answer-with-data.md) *(4 min 17 sec)*
+  * Video 4: [Predict an answer with a simple model](machine-learning-data-science-for-beginners-predict-an-answer-with-a-simple-model.md) *(7 min 42 sec)*
+  * Video 5: [Copy other people's work to do data science](machine-learning-data-science-for-beginners-copy-other-peoples-work-to-do-data-science.md) *(3 min 18 sec)*
+
 ## Transcript: The 5 questions data science answers
 
 Hi! Welcome to the video series *Data Science for Beginners*.
@@ -136,16 +146,6 @@ So that's it - The 5 questions data science can answer.
 
 
 
-## Other videos in this series
-
-*Data Science for Beginners* is a quick introduction to data science in five short videos. Check out the other four videos:
-
-  * Video 1: The 5 questions data science answers 
-  * Video 2: [Is your data ready for data science?](machine-learning-data-science-for-beginners-is-your-data-ready-for-data-science.md) 
-  * Video 3: [Ask a question you can answer with data](machine-learning-data-science-for-beginners-ask-a-question-you-can-answer-with-data.md)
-  * Video 4: [Predict an answer with a simple model](machine-learning-data-science-for-beginners-predict-an-answer-with-a-simple-model.md)
-  * Video 5: [Copy other people's work to do data science](machine-learning-data-science-for-beginners-copy-other-peoples-work-to-do-data-science.md)
-
 ## Next steps
 
   * [Try your first data science experiment with Azure Machine Learning](machine-learning-create-experiment.md)