CatalogueEngineeringIntroduction to Probability & Statistics
AI, ML & Data Science Mathematics

Introduction to Probability & Statistics

by Dr. D.C. Agarwal & Dr. Pradeep K. Joshi

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University: RGPV Bhopal Subject code: AL-302 / CD-302 For: B.Tech AIML & CS/DS, Semester 3 Pages: 532 Edition: 1st Edition Binding: Paperback Language: English

About this book

Introduction to Probability & Statistics is a comprehensive 532-page textbook covering the complete RGPV syllabus for B.Tech AI & Machine Learning (AL-302, Sem 3) AND B.Tech Computer Science & Data Science (CD-302). Students from both branches can use this single book.

Topics align with the GATE Data Science & AI (GATE DA) and GATE CS exam syllabus. It contains MCQs, HOTS Questions, Objective Questions and fully worked solved examples — matching every question format in RGPV internal and external exams.

Authored by Dr. D.C. Agarwal and Dr. Pradeep K. Joshi, structured for Indian university exam patterns and written in accessible English for students from any board background.

Unit 1 · Basic Probability

Probability spaces, conditional probability, Bernoulli trials, Chebyshev’s Inequality

Unit 2 · Continuous Distributions

Normal, exponential and gamma densities

Unit 3 · Bivariate Distributions

Conditional densities, distribution of sums, Bayes rule

Unit 4 · Basic Statistics

Central tendency, skewness, kurtosis, correlation & regression

Unit 5 · Applied Statistics

Curve fitting by least squares, large sample significance tests

Unit 6 · Small Samples

t-test, Chi-square, correlation coefficient tests

Related tags

Probability and StatisticsMachine LearningData ScienceGATE DAEngineering Mathematics