Book Image

Machine Learning with Qlik Sense

By : Hannu Ranta
Book Image

Machine Learning with Qlik Sense

By: Hannu Ranta

Overview of this book

The ability to forecast future trends through data prediction, coupled with the integration of ML and AI, has become indispensable to global enterprises. Qlik, with its extensive machine learning capabilities, stands out as a leading analytics platform enabling businesses to achieve exhaustive comprehension of their data. This book helps you maximize these capabilities by using hands-on illustrations to improve your ability to make data-driven decisions. You’ll begin by cultivating an understanding of machine learning concepts and algorithms, and build a foundation that paves the way for subsequent chapters. The book then helps you navigate through the process of framing machine learning challenges and validating model performance. Through the lens of Qlik Sense, you'll explore data preprocessing and analysis techniques, as well as find out how to translate these techniques into pragmatic machine learning solutions. The concluding chapters will help you get to grips with advanced data visualization methods to facilitate a clearer presentation of findings, complemented by an array of real-world instances to bolster your skillset. By the end of this book, you’ll have mastered the art of machine learning using Qlik tools and be able to take your data analytics journey to new heights.
Table of Contents (17 chapters)
1
Part 1:Concepts of Machine Learning
6
Part 2: Machine learning algorithms and models with Qlik
12
Part 3: Case studies and best practices

Connecting Qlik AutoML to an on-premises environment

Qlik AutoML is a cloud tool that integrates tightly with a cloud tenant. However, it is possible to utilize the features from an on-premises environment. It is important to note that since Qlik AutoML still runs in a cloud environment, all data is also passed into the Qlik Cloud tenant. This approach is not suitable if the data can’t leave the on-premises environment. The connection is encrypted and secure, and Qlik Cloud has all the major security certifications. It is also important to note that this approach will require a valid license for Qlik Cloud.

Note

More information about Qlik Cloud security and compliance is available at the Qlik Trust site: https://www.qlik.com/us/trust

We can see the basic architecture of integrating AutoML with an on-premises environment in the following diagram:

Figure 8.18: Qlik AutoML – on-premises and SaaS integration

Figure 8.18: Qlik AutoML – on-premises and SaaS integration

In the preceding diagram...