Nowadays, Machine Learning is an expanding branch of artificial intelligence under computer science. Machine Learning consists in a system, called Neural Network (NN), which can learn something from given data. For this reason, Machine Learning has a wide range of uses, for example from agriculture to spacecrafts. In this thesis work it will be used to predict a trajectory of a person with the knowledge of data from capacitive sensors, which were used in past as proximity sensors and now they are flourishing on the Internet of Things technology, because they are cheaper than infrared sensors used to detect and track movements.