GateXAIML / Recommended Books

Probability and Statistics

Why this subject matters: Probability and Statistics is one of the highest-weightage topics in GATE DA and a steady scorer in GATE CSE. It also underpins almost every machine learning model you will study later — distributions, estimation, and hypothesis testing show up again in Data Scientist and ML interviews at companies like Google and Amazon, not just in the exam hall.

Standard reference

Probability and Statistics for Engineers and Scientists

Walpole, Myers, Myers & Ye · 9th Edition

The most GATE-DA-aligned book on this list. Strong on estimation, hypothesis testing, and regression, with worked case studies that mirror how GATE frames applied statistics questions. The SAS/MINITAB software notes are optional reading — skip them if you only care about the exam.

Cover: Probability and Statistics for Engineers and Scientists View
· Pearson India edition
via Amazon Associates
In-depth

Probability and Statistics for Engineering and the Sciences

Jay L. Devore · 9th Edition (India reprint)

The clearest explanations of core probability rules, random variables, and distributions you will find in any standard textbook — this is usually the first book to reach for when a concept isn't clicking. Its end-of-chapter problems are close in spirit and difficulty to GATE-level questions.

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· Cengage India edition
via Amazon Associates
Practice & problems

Schaum's Outline of Probability and Statistics

Spiegel, Schiller & Srinivasan · 4th Edition · 897 solved problems

Best used as a rapid revision and problem-drilling companion in the final weeks before the exam — hundreds of solved problems with minimal theory, ideal once you already understand the concepts from the books above.

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Schaum's Outline
via Amazon Associates