Building your own deep learning computer is 10x cheaper than AWS
You're forgetting the cost of fighting IT in a bureaucratic corporation to get them to let you buy/run non-standard hardwareMuch easier to spend huge amounts of money of Azure/AWS and politely tell them it's their own fucking fault when they complain about the costs. (what me? no I'm not bitter, why do you ask?)