A higher-order function (HOF) is defined by its ability to take functions as arguments or return functions as results. Lazy evaluation is introduced as a strategy that delays the computation of expressions until needed, optimizing memory and performance, with both advantages and disadvantages discussed. The document also contrasts functional programming with object-oriented programming, emphasizes lambda calculus, and explains evaluation techniques including alpha, beta, and eta reductions.