In this chapter, we will introduce and learn five important algorithms via fictitious examples of a consultant and the ten most populous cities in the United States. The algorithms we are going to review are Simulated Annealing, Genetic Algorithm, Dijkstra’s Algorithm, Gradient Descent, and K-means Clustering. Buckle up, and let us begin.