Machine learning to predict pollution at a single location
Not enough karma to simply comment, so I have to log this as an answer.
Does it make sense? Sure! But keep in mind that if you train your model on a single location, it can only really be trusted to be used on future data from that same location. Could your model generalize to other locations perhaps? Maybe, but your model didn't see anything so you can't be sure. Same thing applies to having only 2 months worth of data. You can't be sure if this model will be accurate when it's scoring data that comes from a month it hasn't seen before.
If you really want to work on this type of problem and just don't have the data for it - this link has a similar dataset that might interest you.