Python is a high-level, interpreted programming language created by Guido van Rossum in 1991, designed for readability and ease of use with fewer lines of code than other languages. It features an extensive standard library, supports multiple programming paradigms, and is popular for web development, scientific computing, and automation. Setting up Python involves downloading the installer, configuring the environment, and utilizing various integrated development environments (IDEs) for coding and debugging.