The previous week was last week.
This is a jukugo word, which usually means on'yomi readings from the kanji. If you know the readings of your kanji you'll know how to read this as well.
Last week, my company was closed.
You sure have grown a lot! You were still tiny last week though.
Could you show me your notebook because I didn't go to class last week?