This document provides an overview of the history and key concepts of probability theory. It discusses how probability originated from games of chance and gambling. Some important early contributors are noted, including Cardano in the 16th century who wrote one of the first books on probability, and Galileo and Bernoulli who made quantitative advances. The definition of probability as a measure of likelihood is given. Key concepts explained include sample spaces, events, the addition and multiplication theorems, dependent and independent events, and applications of probability theory in fields like insurance, economics, and statistics.