CatalogueEngineeringProbability & Statistics for Data Science
AI, ML & Data Science Mathematics

Probability & Statistics for Data Science

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

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University: RGPV Bhopal Subject code: AD-302 / CD-302 For: B.Tech AI & Data Science, Semester 3 Pages: 500 Edition: 1st Edition Binding: Paperback Language: English

About this book

Probability & Statistics for Data Science is a comprehensive 500-page textbook for B.Tech AI & Data Science (AI & DS) at RGPV Bhopal covering the complete AD-302 (Sem 3) syllabus. It is also aligned with CS & Data Science (CD-302) at other MP universities.

Topics align directly with the GATE Data Science & AI (GATE DA) exam syllabus, making this one book for both semester preparation and GATE DA / GATE CS readiness. It contains MCQs, HOTS Questions, Objective Questions and fully worked solved examples throughout.

Written by Dr. D.C. Agarwal and Dr. Pradeep K. Joshi for the Indian engineering context — simple English, structured to RGPV exam patterns, and ideal for students who find foreign textbooks dense.

Unit 1 · Data Science & Descriptive Statistics

Central tendency, dispersion, skewness, kurtosis

Unit 2 · Probability Theory

Bayes theorem, conditional probability, moment generating functions

Unit 3 · Theoretical Distributions

Binomial, Poisson, Normal, Rectangular; Curve Fitting

Unit 4 · Correlation & Regression

Rank correlation, partial and multiple correlation

Unit 5 · Hypothesis Testing

t-test, F-test, Chi-square test, Z-test

Related tags

Probability and StatisticsData ScienceMachine LearningGATE DAArtificial Intelligence