To get the most out of this book, do not be afraid to do a little programming yourself. While we will stick to no-code tools in most cases, in certain areas it is simply easier to run a small Python or R script to ensure smooth operations. For example, we will be pulling data from HTTP REST APIs to build AI predictions into our dashboards. Or we will do some basic data processing in Python's pandas or R's Tidyverse. If you are open and willing to learn some of these practices, this book will give you everything you need to create a first version of an AI use case prototype on your own, without any hand-holding, thanks to ready-to-use code templates.