\documentclass[12pt]{book} % Packages \usepackage[utf8]{inputenc} \usepackage{lmodern} \usepackage{geometry} \usepackage{hyperref} \geometry{a4paper, margin=1in} % Metadata \title{Bayesian Networks} \author{Greg Coppola} \date{\today} % Custom publisher command \newcommand{\publisher}{coppola.ai} \begin{document} % Title page \begin{titlepage} \centering {\Huge \bfseries Bayesian Networks \par} \vspace{1.5cm} {\Large Greg Coppola \par} \vspace{2cm} {\large \publisher \par} \vfill {\large \today \par} \end{titlepage} \frontmatter \tableofcontents \mainmatter \part{Fundamentals of Probabilistic Reasoning} \chapter{Introduction} \chapter{Probability Theory Refresher} \chapter{Graph Theory Basics} \part{Structure and Semantics of Bayesian Networks} \chapter{Defining Bayesian Networks} \chapter{Conditional Independence and d-Separation} \chapter{Canonical Examples} \part{Inference in Bayesian Networks} \chapter{Exact Inference Algorithms} \chapter{Approximate Inference} \chapter{Inference Complexity and Tradeoffs} \part{Learning Bayesian Networks from Data} \chapter{Parameter Learning} \chapter{Structure Learning} \chapter{Causal Discovery} \part{Advanced Topics and Applications} \chapter{Dynamic Bayesian Networks (DBNs)} \chapter{Continuous and Hybrid Models} \chapter{Decision Networks and Influence Diagrams} \chapter{Applications in the Wild} \backmatter \end{document}