Table of Contents

• Chapter 1 Prepare Data for Analysis in Azure Machine Learning and Export from Azure Machine Learning
• Skill 1.1 Import and export data to and from Azure Machine Learning
• Skill 1.2 Explore and summarize data
• Skill 1.3 Cleanse data for Azure Machine Learning
• Skill 1.4 Perform feature engineering
• Chapter 2 Develop Machine Learning Models
• Skill 2.1 Select an appropriate algorithm or method
• Skill 2.2 Initialize and train appropriate models
• Skill 2.3 Validate models
• Chapter 3: Operationalize and Manage Azure Machine Learning Services
• Skill 3.1 Deploy models using Azure Machine Learning
• Skill 3.2 Manage Azure Machine Learning projects and workspaces
• Skill 3.3 Consume Azure Machine Learning models
• Skill 3.4 Consume exemplar Cognitive Services APIs
• Chapter 4 Use Other Services for Machine Learning
• Skill 4.1 Build and use neural networks with the Microsoft Cognitive Toolkit
• Skill 4.2 Streamline development by using existing resources
• Skill 4.3 Perform data sciences at scale by using HDInsights
• Skill 4.4 Perform database analytics by using SQL Server R Services on Azure