A hash function maps complex inputs to a single number, facilitating data storage and cryptography. The article explores hash collisions, illustrating their probability using examples like the birthday problem, and provides methods for calculating and approximating these probabilities, emphasizing the importance of minimizing collisions in applications like database design.