How much can a graphics card make a difference in neural networks?

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Hello
I did not have access to the graphics card to train the neural network that I implemented and I use a server system with the following specifications
intel xeon cpu e5-2695 16 processor
RAM 10GB
It takes about 15 days for 24,000 images in the training phase, which is a very long time for me.
I wanted to ask if using graphics cards like 1080 or 2070 will speed up the workflow?
Because I have to rent a graphics card, thank you for your help

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Joss Knight
Joss Knight 2021-7-19
Yes, it could make things run 10x faster maybe.

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