Book Image

Artificial Intelligence with Power BI

By : Mary-Jo Diepeveen
Book Image

Artificial Intelligence with Power BI

By: Mary-Jo Diepeveen

Overview of this book

The artificial intelligence (AI) capabilities in Power BI enable organizations to quickly and easily gain more intelligent insights from unstructured and structured data. This book will teach you how to make use of the many AI features available today in Power BI to quickly and easily enrich your data and gain better insights into patterns that can be found in your data. You’ll begin by understanding the benefits of AI and how it can be used in Power BI. Next, you’ll focus on exploring and preparing your data for building AI projects and then progress to using prominent AI features already available in Power BI, such as forecasting, anomaly detection, and Q&A. Later chapters will show you how to apply text analytics and computer vision within Power BI reports. This will help you create your own Q&A functionality in Power BI, which allows you to ask FAQs from another knowledge base and then integrate it with PowerApps. Toward the concluding chapters, you’ll be able to create and deploy AutoML models trained in Azure ML and consume them in Power Query Editor. After your models have been trained, you’ll work through principles such as privacy, fairness, and transparency to use AI responsibly. By the end of this book, you’ll have learned when and how to enrich your data with AI using the out-of-the-box AI capabilities in Power BI.
Table of Contents (18 chapters)
1
Part 1: AI Fundamentals
5
Part 2: Out-of-the-Box AI Features
13
Part 3: Create Your Own Models

Technical requirements

There are three things you need to walk through the examples provided in this chapter, as follows:

  • Power BI Desktop

As this book revolves around Power BI, we expect you to have Power BI Desktop installed on your system. You can install Power BI from the Microsoft Store or find more advanced downloading options here: https://www.microsoft.com/en-us/download/details.aspx?id=58494.

  • Python

We will be using a Python visual in this chapter. To make sure you can view this visual, you need to install Python on your system, which you can download here: https://www.python.org/. Make sure to also install the pandas and matplotlib Python packages. You can do so by using pip in a console or shell, as follows:

pip install pandas
pip install matplotlib
  • After you have installed Python and the two packages, you need to enable Python scripting in Power BI. You can do so by going into Power BI Desktop and selecting File | Options and...