Ramachandran K. Mathematical Statistics with Applications 2009

Textbook in PDF format

Descriptive Statistics.
Basic Concepts from Probability Theory.
Additional Topics in Probability.
Sampling Distributions.
Point Estimation.
Interval Estimation.
Hypothesis Testing.
Linear Regression Models.
Design of Experiments.
Analysis of Variance.
Bayesian Estimation and Inference.
Nonparametric Tests.
Empirical Methods.
Some Issues in Statistical Applications: An Overview.
A I. Set Theory.
A II. Review of Markov Chains.
A III. Common Probability Distributions.
A IV. Probability Tables