data sets – point clouds in machine learning

What is the purpose of point clouds in machine learning?

Consider the following suggestion:
Suppose I have an array (per year) of records (such as days) each consisting of n real numbers such as temperatures per hour). Can I use the chart as a data point to rank the hot / cold year or something of the sort?

Real examples of point cloud data?