A bare 128gb 16cpu, 2gpu instance, using reserve instances would be $800/month and that's without any bells and whistles (like an EBS volume or data transfer) so I think you would last less than a year.

Given that hardware should last you a couple of years (hopefully), it's a better way to spend your money than EC2.