Although there's a lot of spiders that are really poisonous the most poisonous spider known in the world today is the Atrax robustus spider which is native to Australia.
When you get bit by a Atrax Robustus spider you need to seek medical attention right away otherwise you risk dying pretty soon from the spider bite.