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Developing SQL Data Models
Course Description
Overview
The focus of this 3-day instructor-led course is on creating managed enterprise BI solutions. It describes how to implement both multidimensional and tabular data models and how to create cubes, dimensions, measures, and measure groups.
Objectives
- Components, architecture, and nature of a BI solution
- Create a multidimensional database with analysis services
- Implement dimensions in a cube
- Implement measures and measure groups in a cube
- Use MDX syntax
- Customize a cube
- Implement a tabular database
- Use DAX to query a tabular model
- Use data mining for predictive analysis
Audience
- Data analysts and power information workers
- Database professionals who fulfill a BI developer role and create enterprise BI solutions and whose primary responsibilities include:
- Implementing multidimensional databases by using SSAS
- Creating tabular semantic data models for analysis by using SSAS
Prerequisites
- Basic knowledge of the Microsoft Windows operating system and its core functionality.
- Experience of querying data using Transact-SQL.
Topics
- Introduction to Business Intelligence and Data Modeling
- Introduction to Business Intelligence
- Microsoft Business Intelligence Platform
- Create Multidimensional Databases
- Introduction to Multidimensional Analysis
- Create Data Sources and Data Source Views
- Cubes
- Overview of Cube Security
- Configure SSAS
- Monitoring SSAS
- Working Cubes and Dimensions
- Configure Dimensions
- Define Attribute Hierarchies
- Implementing Sorting and Grouping Attributes
- Slowly Changing Dimensions
- Working with Measures and Measure Groups
- Working with Measures
- Working with Measure Groups
- Introduction to Multidimensional Expressions (MDX)
- MDX Fundamentals
- Add Calculations to a Cube
- Use MDX to Query a Cube
- Customize Cube Functionality
- Implement Key Performance Indicators
- Implement Actions
- Implement Perspectives
- Implement Translations
- Implement a Tabular Data Model by Using Analysis Services
- Introduction to Tabular Data Models
- Create a Tabular Data Model
- Use an Analysis Services Tabular Model in an Enterprise BI Solution
- Introduction to Data Analysis Expression (DAX)
- DAX Fundamentals
- Using Dax to create Calculated Columns and Measures in a Tabular Data Model
- Perform Predictive Analysis with Data Mining
- Overview of Data Mining
- Create a Custom Data Mining Solution
- Validate a Data Mining Model
- Connecting to and Consume a Data Mining Model
- Using the Data Mining add-in for Excel
Self-Paced Training Info
Learn at your own pace with anytime, anywhere training
- Same in-demand topics as instructor-led public and private classes.
- Standalone learning or supplemental reinforcement.
- e-Learning content varies by course and technology.
- View the Self-Paced version of this outline and what is included in the SPVC course.
- Learn more about e-Learning
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