SEO improvements to titles and descriptions

j-martens · j-martens · commit f4157aa5ae41 · 2019-11-19T10:40:54.000-06:00
diff --git a/articles/machine-learning/service/how-to-designer-sample-classification-churn.md b/articles/machine-learning/service/how-to-designer-sample-classification-churn.md
@@ -1,7 +1,7 @@
 ---
-title: 'Designer: Classify, predict churn'
+title: 'Designer: Predict churn example'
 titleSuffix: Azure Machine Learning
-description: This designer (preview) sample pipeline shows binary classifier prediction of churn, a common task for customer relationship management (CRM).
+description: Follow this classification example to predict churn with Azure Machine Learning designer & boosted decision trees. 
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
@@ -12,7 +12,10 @@ ms.reviewer: sgilley
 ms.date: 11/04/2019
 ---
 
-# Sample 5 - Classification: Predict churn
+# Use boosted decision tree to predict churn with Azure Machine Learning designer
+
+**Designer (preview) sample 5**
+
 [!INCLUDE [applies-to-skus](../../../includes/aml-applies-to-enterprise-sku.md)]
 
 Learn how to build a complex machine learning pipeline without writing a single line of code using the designer (preview).
diff --git a/articles/machine-learning/service/how-to-designer-sample-classification-credit-risk-cost-sensitive.md b/articles/machine-learning/service/how-to-designer-sample-classification-credit-risk-cost-sensitive.md
@@ -1,7 +1,7 @@
 ---
-title: 'Designer: Predict credit risk (cost sensitive)'
+title: 'Designer: Predict credit risk example'
 titleSuffix: Azure Machine Learning
-description: This article shows you how to build a complex machine learning pipeline using the designer (preview). You'll learn how to implement custom Python scripts and compare multiple models to choose the best option.
+description: Build a classifier and use custom Python scripts to predict credit risk using Azure Machine Learning designer.
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
@@ -11,8 +11,10 @@ ms.author: zhanxia
 ms.reviewer: peterlu
 ms.date: 11/04/2019
 ---
+# Build a classifier & use Python scripts to predict credit risk using Azure Machine Learning designer
+
+**Designer (preview) sample 4**
 
-# Sample 4 - Classification with custom Python script: Predict credit risk
 [!INCLUDE [applies-to-skus](../../../includes/aml-applies-to-enterprise-sku.md)]
 
 This article shows you how to build a complex machine learning pipeline using the designer (preview). You'll learn how to implement custom logic using Python scripts and compare multiple models to choose the best option.
diff --git a/articles/machine-learning/service/how-to-designer-sample-classification-flight-delay.md b/articles/machine-learning/service/how-to-designer-sample-classification-flight-delay.md
@@ -1,7 +1,7 @@
 ---
-title: 'Designer: Classify, predict flight delays' 
+title: 'Designer: Predict flight delay example' 
 titleSuffix: Azure Machine Learning
-description: This article shows you how to build a machine learning model to predict flight delays using the drag-and-drop designer and custom R code.
+description: Build a classifier and use custom R code to predict flight delays with Azure Machine Learning designer.
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
@@ -11,8 +11,10 @@ ms.author: zhanxia
 ms.reviewer: peterlu
 ms.date: 11/04/2019
 ---
+# Build a classifier & use R to predict flight delays with Azure Machine Learning designer
+
+**Designer (preview) sample 6**
 
-# Sample 6 - Classification: Predict flight delays using R
 [!INCLUDE [applies-to-skus](../../../includes/aml-applies-to-enterprise-sku.md)]
 
 This pipeline uses historical flight and weather data to predict if a scheduled passenger flight will be delayed by more than 15 minutes. This problem can be approached as a classification problem, predicting two classes: delayed, or on time.
diff --git a/articles/machine-learning/service/how-to-designer-sample-classification-predict-income.md b/articles/machine-learning/service/how-to-designer-sample-classification-predict-income.md
@@ -1,7 +1,7 @@
 ---
-title: 'Designer: Classify, predict income'
+title: 'Designer: Classify, predict income example'
 titleSuffix: Azure Machine Learning
-description: Learn how to build a machine learning classifier without writing a single line of code using the designer (preview).
+description: Follow this example build a no-code classifier to predict income with Azure Machine Learning designer.
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
@@ -11,8 +11,10 @@ ms.author: zhanxia
 ms.reviewer: peterlu
 ms.date: 11/04/2019
 ---
+# Build a classifier & use feature selection to predict income with Azure Machine Learning designer
+
+**Designer (preview) sample 3**
 
-# Sample 3 - Classification with feature selection: Income Prediction
 [!INCLUDE [applies-to-skus](../../../includes/aml-applies-to-enterprise-sku.md)]
 
 Learn how to build a machine learning classifier without writing a single line of code using the designer (preview). This sample trains a **two-class boosted decision tree** to predict adult census income (>=50K or <=50K).
diff --git a/articles/machine-learning/service/how-to-designer-sample-regression-automobile-price-basic.md b/articles/machine-learning/service/how-to-designer-sample-regression-automobile-price-basic.md
@@ -1,7 +1,7 @@
 ---
-title: 'Designer: Predict price (regression)'
+title: 'Designer: Predict car prices (basic) example'
 titleSuffix: Azure Machine Learning
-description: Learn how to build a machine learning model to predict an automobile's price without writing a single line of code.
+description: Build an ML regression model to predict an automobile's price without writing a single line of code with Azure Machine Learning designer.
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
@@ -11,8 +11,10 @@ ms.author: zhanxia
 ms.reviewer: peterlu
 ms.date: 11/04/2019
 ---
+# Use regression to predict car prices with Azure Machine Learning designer
+
+**Designer (preview) sample 1**
 
-# Sample 1 - Regression: Predict price
 [!INCLUDE [applies-to-skus](../../../includes/aml-applies-to-enterprise-sku.md)]
 
 Learn how to build a machine learning regression model without writing a single line of code using the designer (preview).
diff --git a/articles/machine-learning/service/how-to-designer-sample-regression-automobile-price-compare-algorithms.md b/articles/machine-learning/service/how-to-designer-sample-regression-automobile-price-compare-algorithms.md
@@ -1,7 +1,7 @@
 ---
-title: 'Designer: Predict car prices (regression)'
+title: 'Designer: Predict car prices (advanced) example'
 titleSuffix: Azure Machine Learning
-description: This article shows you how to build a complex machine learning pipeline without writing a single line of code using the designer (preview). Learn how to train and compare multiple regression models to predict a car's price based on technical features
+description: Build & compare multiple ML regression models to predict an automobile's price  based on technical features with Azure Machine Learning designer.
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
@@ -11,8 +11,10 @@ ms.author: zhanxia
 ms.reviewer: peterlu
 ms.date: 11/04/2019
 ---
+# Train & compare multiple regression models to predict car prices with Azure Machine Learning designer
+
+**Designer (preview) sample 2**
 
-# Sample 2 - Regression: Predict price and compare algorithms
 [!INCLUDE [applies-to-skus](../../../includes/aml-applies-to-enterprise-sku.md)]
 
 Learn how to build a  machine learning pipeline without writing a single line of code using the designer (preview). This sample trains and compares multiple regression models to predict a car's price based on its technical features. We'll provide the rationale for the choices made in this pipeline so you can tackle your own machine learning problems.
diff --git a/articles/machine-learning/service/how-to-designer-sample-text-classification.md b/articles/machine-learning/service/how-to-designer-sample-text-classification.md
@@ -1,7 +1,7 @@
 ---
-title: "Designer&#58; Classify book reviews"
+title: 'Designer: classify book reviews example'
 titleSuffix: Azure Machine Learning
-description: Build a machine learning model classify book reviews into different categories.
+description: Build a multiclass logistic regression classifier to predict the company category with wikipedia SP 500 dataset using Azure Machine Learning designer.
 services: machine-learning
 ms.service: machine-learning
 ms.subservice: core
@@ -11,14 +11,17 @@ ms.author: zhanxia
 ms.reviewer: peterlu
 ms.date: 11/04/2019
 ---
+# Build a classifier to predict company category using Azure Machine Learning designer.
 
-# Sample 7 - Text Classification: Predict company category 
+**Designer (preview) sample 7**
+
+[!INCLUDE [applies-to-skus](../../../includes/aml-applies-to-enterprise-sku.md)]
 
 This sample demonstrates how to use text analytics modules to build a text classification pipeline in Azure Machine Learning designer (preview).
 
 The goal of text classification is to assign some piece of text to one or more predefined classes or categories. The piece of text could be a document, news article, search query, email, tweet, support tickets, customer feedback, user product review etc. Applications of text classification include categorizing newspaper articles and news wire contents into topics, organizing web pages into hierarchical categories, filtering spam email, sentiment analysis, predicting user intent from search queries, routing support tickets, and analyzing customer feedback. 
 
-This pipeline trains a **multiclass logistic regression classifier** to predict the company category with wikipedia SP 500 dataset derived from Wikipedia.  
+This pipeline trains a **multiclass logistic regression classifier** to predict the company category with **Wikipedia SP 500 dataset derived from Wikipedia**.  
 
 The fundamental steps of a training machine learning model with text data are:
 
