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How much have you spent on cloud compute? [GPU accelerate]

Last month I spent a bunch of money on cloud computing for a data science project/hobby. Because I never managed to find a RTX 3090 or Titan RTX and you can't really work on any projects or competitions without a GPU. Just wondering if anyone else is in the same situation. I'm gonna take a very long break from ML bc that's unsustainable. 

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you do not need a 3090/tital for  ML.. you can do it on even lower end hardware but literally anything usable is out of stock. 

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26 minutes ago, The_Vaccine said:

you do not need a 3090/tital for  ML.. you can do it on even lower end hardware but literally anything usable is out of stock. 

No. Unless you’re talking about toy examples, anything less than a 3090 or P100 is a waste of time. (I never know if people make the distinction between deep learning and machine learning... so I just say ML but I actually mean DL). For example training a DeepLab3 based model on one V100 takes about 2 weeks for a small dataset. The backprop just needs so much memory. Going half precision sometimes helps but once you make 5 sacrifices like that, you’re back to toy examples.

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I just rent a VM on azure or AWS for deep learning, way simpler and easy to use and you only pay for what you use. I used the free credits they give to new customers (Still have like 30USD left)

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If all of what you have available are what you call Toys, then that is you work with. Basically do more with less.

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Come to think of this. I did see something on YouTube where the Creator was able to do a bunch of stuff with combining a number of Raspberry Pi SBCs and other SBCs. Cloud Computing was one of them.

 

Building a kind of "Supercomputer" with other types of SBCs and using it for some Scientific Tasks was another. Kind of stuff I didn't even consider to be even possible for such low end cheap hardware.

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Take your knowledge and create/uses a bot to get a GPU

ƆԀ S₱▓Ɇ▓cs: i7 6ʇɥפᴉƎ00K (4.4ghz), Asus DeLuxe X99A II, GT҉X҉1҉0҉8҉0 Zotac Amp ExTrꍟꎭe),Si6F4Gb D???????r PlatinUm, EVGA G2 Sǝʌǝᘉ5ᙣᙍᖇᓎᙎᗅᖶt, Phanteks Enthoo Primo, 3TB WD Black, 500gb 850 Evo, H100iGeeTeeX, Windows 10, K70 R̸̢̡̭͍͕̱̭̟̩̀̀̃́̃͒̈́̈́͑̑́̆͘͜ͅG̶̦̬͊́B̸͈̝̖͗̈́, G502, HyperX Cloud 2s, Asus MX34. פN∩SW∀S 960 EVO

Just keeping this here as a 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Around ~4k usd in the past 6 months, solely on Azure with a deep learning project.

FX6300 @ 4.2GHz | Gigabyte GA-78LMT-USB3 R2 | Hyper 212x | 3x 8GB + 1x 4GB @ 1600MHz | Gigabyte 2060 Super | Corsair CX650M | LG 43UK6520PSA
ASUS X550LN | i5 4210u | 12GB
Lenovo N23 Yoga

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