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

Visualizing insights from text in reports

Once you have enriched your dataset with insights that have been extracted from text, it is time to create the visuals. When you're working with insights from text, such as key phrases and sentiment, you can use many of the standard visuals. Now, let's learn what a Word Cloud is and how it can help visualize insights from text.

Visualizing text with a Word Cloud

A Word Cloud is a visual representation of words and their frequency. In other words, it visualizes words that occur often in our dataset. The more often they occur, the larger the word is represented in the visual.

By visualizing extracted key phrases with a Word Cloud, we can get intuitive insights into the most important terms in a dataset. Let's try it out with the key phrases we extracted from the hotel reviews dataset:

  1. From the Visualizations pane, select the three dots icon to open the extra options menu, as shown in the following screenshot:
  2. ...