Training Set: It is the dataset that we feed our model to learn potential underlying patterns and relationships. It should be as representative as possible of the population that we are trying to model. If you are planning to break into the Machine learning domain, and not sure where to start, I would recommend you start by enrolling yourself in a Machine Learning Course, from Intellipaat.
Before that do check out this machine learning course video by experts at Intellipaat -