I heard that there is a new very fast train from Beijing to shanghai, is that true?

Yes, some high-speed trains have been operating between Beijing and Shanghai since July, 2011. From Shanghai to Beijing, you could take high-speed train at Shanghai Hongqiao station. And back to Hangzhou from Beijing, you can reach Beijing south train station to take the high-speed train. You could also check on the website for more train info.