I am a faculty member in India (Computer Science and Engineering). I am trying to work on deep learning. I have some good ideas to improve existing algorithms. I try these on small datasets which is like 1000-3000 images but this is not sufficient for research purpose. The main problem is I don't have GPU to implement algorithms. The cost of GPU is high and there is no possibility that I or any other member of the institute will have a GPU in the future.
I have tried research on Google Collab and the pro version of Google Collab but it is not working well, I mean it works only for 8000-9000 images, which is not sufficient for research. I have one or two friends but I can only ask them 2-3 times in a month for simulations. One possibility is to work on analysis and less on experimentation.
I want to research deep learning but resources are limited. Please suggest to me how to continue my research without resources.