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VP Singh's "Theory of Machines" is a comprehensive textbook that covers the fundamental principles and concepts of machine theory. The book is written in a clear and concise manner, making it easy for students to understand and grasp the subject matter. The PDF version of the book is widely available online, making it easily accessible to students and professionals alike.