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Microsoft

Advanced DAX and Performance Optimization

Microsoft via Coursera

Overview

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This course focuses on advanced DAX (Data Analysis Expressions) concepts and performance optimization techniques essential for Power BI developers. Participants will learn to write complex DAX formulas, create calculated columns and measures, and implement sophisticated business logic. The course emphasizes performance optimization methodologies and troubleshooting techniques to ensure reports are efficient and responsive. By leveraging tools like Performance Analyzer and DAX Studio, learners will diagnose and resolve common performance issues.

Syllabus

  • DAX Fundamentals
    • In today's data-driven business environment, the ability to create sophisticated calculations is essential for meaningful analytics. This foundational module introduces you to Data Analysis Expressions (DAX), the powerful formula language that transforms Power BI from a simple visualization tool into a comprehensive analytical platform. You'll master the essential building blocks of DAX, understanding how calculated columns and measures work differently, and learn to navigate the critical concepts of filter and row context that govern how calculations behave. Through hands-on practice with aggregation functions and context manipulation, you'll develop the foundational skills needed to create reliable, accurate business metrics that drive informed decision-making.
  • Advanced DAX Functions and Patterns
    • As business requirements become more complex, your DAX skills must evolve to match. This module elevates your capabilities by introducing advanced DAX patterns that solve sophisticated analytical challenges. You'll master the CALCULATE function's power to modify filter contexts, enabling complex comparative analysis and custom filtering scenarios. Through iterator functions, you'll learn to process data row-by-row for precise calculations, while table functions will give you the ability to create dynamic, virtual datasets within your expressions. By implementing variables, you'll not only improve your formula readability but also optimize performance, creating DAX solutions that are both powerful and efficient.
  • Time Intelligence and Complex Calculations
    • Time-based analysis forms the backbone of most business intelligence solutions, yet implementing it correctly requires specialized knowledge and techniques. This module focuses on mastering time intelligence functions and advanced calculation patterns that businesses depend on for performance tracking and forecasting. You'll learn to create robust date tables and implement period-over-period comparisons that reveal trends and patterns. Through cumulative totals, moving averages, and semi-additive measures, you'll handle complex scenarios like inventory tracking and balance reporting. These skills enable you to build sophisticated analytical solutions that provide meaningful insights into business performance over time.
  • Performance Optimization and Troubleshooting
    • In enterprise environments, DAX performance directly impacts user adoption and business value. This module provides you with the diagnostic skills and optimization techniques needed to create responsive, scalable Power BI solutions. You'll learn to identify performance bottlenecks using systematic analysis tools and apply proven optimization strategies to improve calculation efficiency. Through hands-on experience with Performance Analyzer and DAX Studio, you'll develop the troubleshooting methodology that separates professional developers from casual users. These skills ensure your solutions perform well at scale and provide the responsive user experience that drives successful BI adoption.
  • AI-Assisted DAX and Advanced Diagnostics
    • The future of analytics development increasingly involves AI assistance and sophisticated diagnostic capabilities. This cutting-edge module introduces you to Copilot for DAX and advanced troubleshooting techniques that represent the evolution of Power BI development. You'll learn to leverage AI tools effectively while maintaining the expertise to refine and optimize generated code. Through advanced error diagnosis, memory optimization, and query diagnostics, you'll develop the expert-level skills needed to solve complex performance challenges. This module positions you at the forefront of modern BI development, combining traditional expertise with emerging AI capabilities.

Taught by

Microsoft

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