I'm moving to Beijing for study in end of Feb. so what clothes would be essential to have first.

According to the weather forecast, the temperature might range from 30F to 50F. You are advised to pack some down jackets and thick sweaters to keep warm.
The air quality is usually relatively good from February to October. For the rest months, it is suggested to wear a 2M mask before going out.