The book "Computer Science with Python by Sumita Arora" is a comprehensive guide that introduces students to the world of computer science, focusing on the Python programming language. Python is a versatile and widely-used language in various industries, including web development, data analysis, artificial intelligence, and more. The book covers essential topics such as programming fundamentals, data types, control structures, functions, and file handling, providing a solid foundation for students to build upon.