| Feature | Modern Data Science Books | Mukhopadhyay’s Applied Statistics | | :--- | :--- | :--- | | | Low (avoidance of calculus) | High (derivations included, but not overwhelming) | | Theory Base | Shallow (tool-focused) | Deep (WHY a test works) | | Software Agnostic | Tied to Python/R | Teaches logic; any software works | | Exam Preparation | Poor for theory exams | Excellent for university exams (ISI, IIT JAM, NET) |

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"Applied Statistics" by Parimal Mukhopadhyay is a comprehensive textbook that covers a wide range of topics in statistics, including:

The book gained a near-legendary status among Indian students, particularly those preparing for the Indian Statistical Service (ISS) Civil Services