An Introduction To Statistics And Probability By Nurul Islam-pdf

An Introduction to Statistics and Probability Dr. M. Nurul Islam

đź“– Table of Contents (Abridged)

  1. Introduction to Statistics: Data types, sampling methods, and sources of bias.
  2. Descriptive Statistics: Measures of central tendency, dispersion, skewness, and kurtosis.
  3. Introduction to Probability: Basic set theory, axioms of probability, counting rules.
  4. Conditional Probability & Independence: Law of total probability, Bayes’ theorem.
  5. Random Variables & Distributions: Discrete (Binomial, Poisson) and continuous (Normal, Exponential) distributions.
  6. Expectation & Variance: Moment generating functions and Chebyshev’s inequality.
  7. Sampling Distributions: Central Limit Theorem and distribution of sample mean/proportion.
  8. Estimation & Hypothesis Testing: Confidence intervals, p-values, Type I & II errors.

Guide to Using the Book

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