Chapter 3 discusses control structures in programming, focusing on sequential, selection, and iterative control that manage the execution order of instructions in Python. It explains the significance of boolean expressions and various operators used for decision-making within programming, particularly the if statement and its associated syntax. The chapter emphasizes the importance of operator precedence and proper indentation in Python, highlighting how these elements impact the flow and logic of a program.