What is this growing in our garden?

We are new to this gardening thing. This year we planted a bunch of seeds. When thing started to grow, we didn't know which were the good plants and which were the bad plants (aka weeds). Someone please help and tell me what to pull! I don't want to accidentally kill a good plant so I feel a little stuck.