We will study the Kac model. This is a toy model used to understand how the thermodynamic behavior of a gas (e.g. air) emerges from the microscopic dynamics of a large number of colliding particles (the molecules). We will focus on the validity of the Boltzmann equation. The main mathematical tool we will use are: probability theory, dynamical system and differential equations.