Samsung Galaxy Note 10.1 went from functional to completely dead in 12 hours
You could try changing the battery, but that might not solve the problem. 
When I had similar problem, there was nothing I could do about it, because the charging unit inside the device was dead. But I'm sure it has something to do with the battery, your best option would probably be sending it to a help / service / repair center...