Practical Considerations

There are a bunch of algorithms presented in this book that can be used to solve real-world problems. In this chapter, we’ll examine the practicality of the algorithms presented in this book. Our focus will be on their real-world applicability, potential challenges, and overarching themes, including utility and ethical implications.

This chapter is organized as follows. We will start with an introduction. Then, we will present the issues around the explainability of an algorithm, which is the degree to which the internal mechanics of an algorithm can be explained in understandable terms. Then, we will present the ethics of using an algorithm and the possibility of creating biases when implementing them. Next, the techniques for handling NP-hard problems will be discussed. Finally, we will investigate factors that should be considered before choosing an algorithm.

By the end of this chapter, you will have learned about the practical considerations...