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1/ With DeOldify being a real business now we invested in 4 Quadro RTX 8000 48GB video cards back in March. Expensive- definitely. Worth it? Totally. I'm now having the revelation of "oh...bigger models and bigger batches do help!" rather than endlessly chasing clever hacks.
2/ Seriously though, we're getting some great results with the latest hardware. Having to be clever for almost two years with limited hardware really paid off though and you have to keep in mind that potential gains in software are much greater than in hardware.
![[ColeJ]](https://pbs.twimg.com/profile_images/1043000626056065024/vDRPnUpt_normal.jpg)
Did you think about using AWS GPU instances with Tesla (P3dn)?
I'm pretty adverse to cloud solutions honestly, and strongly prefer having a local box. Chiefly because I think the billing structure and setup disincentives experimentation and changing your mind.
Oh this is really interesting coming from you! A bit of a shameless plug, this won't help you but is really inline with being smart especially at much lower end hardware: https://towardsdatascience.com/making-the-most-out-of-limited-hardware-for-computer-vision-kaggle-competitions-a8894511026e?source=activity---post_recommended&gi=3aa3b99e1f4b … I do think as you get more serious you just need better hardware at some point.
This is a really great article. The slack api solution is great!
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