Multiclass classification problem with multiple targets to be predicted
You might want to visit the definition of multi-class and multi-label problem. In this case looks like are aiming to solve a multi-label problem. Refer to the following problem, this might help you better understand your situation.  https://stats.stackexchange.com/a/11866/286349