\subsection{ Table of Contents} \begin{tabular}{llr} 1 & {\bf Basic Definitions and Results} & 5 \\ 1.1 & Basic Definitions and Results & 6 \\ 1.2 & Bayes Theorem & 11 \\ 1.3 & Continuous Distributions & 20 \\ 1.4 & Functions of a Random Variable & 23 \\ 1.5 & Properties of Joint Distribution Functions & 27 \\ 1.6 & Means, Moments, Correlations & 29 \\ 1.7 & Central Limit Theorem & 43 \\ && \\ 2 & {\bf Feefoefum in Las Vegas:} & 62 \\ & {\bf Combinatoric and Discrete Probability} & \\ 2.1 & Binomial and Poisson Distributions & 63 \\ 2.2 & Birth and Death Processes & 78 \\ && \\ 3 & {\bf Estimation of Parameters} & 89 \\ 3.1 & Maximum Likelihood Principle & 90 \\ 3.2 & $\chi^2$ Method & 121 \\ 3.3 & Counter Physics & 132 \\ 3.4 & Bubble Chamber & 139 \\ \end{tabular} \begin{tabular}{llr} 4 & {\bf Minimization} & 157 \\ 4.1 & Statement of Problem & 158 \\ 4.2 & Derivative Formalism for $\chi^2$ & 159 \\ 4.3 & The Derivative Method for $\chi^2$ & 165 \\ 4.4 & The Real World and $\chi^2$ Minimization & 168 \\ && \\ 5 & {\bf Goodness of Fit} & 180 \\ 5.1 & The $\chi^2$ Distribution & 181 \\ 5.2 & Confidence Level & 185 \\ 5.3 & Bartlett's $S$ Function & 189 \\ 5.4 & Hypothesis Testing & 191 \\ 5.5 & Student's $t$ Distribution & 194 \\ 5.6 & Robust Estimation & 197 \\ && \\ 6 & {\bf Generation of Random Numbers} & 211 \\ \end{tabular}