We once calculated the cost of using EC2 to train our machine learning model (assuming we did everything in one shot, which is almost impossible) using EM algorithm. The cost for each model is 10,000 US dollars. The cost for each individual node for each hour seems cheap, but when it scales up (multiplied by the number of nodes times the number of hours required for model training), it is still quite shocking.
Shi
