With the vast amount of data accessible online and the utilisation of data-driven methods, there exists the potential to create recommendation systems (RSs) capable of suggesting restaurants or particular menu items tailored to users' preferences and nutritional requirements. These systems, offering personalised recommendations, have the capacity to assist users in making informed choices when selecting food, thus fostering healthier eating habits.