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Alternatives with better GPU than Google Colab Pro

Data Science Asked by The Dan on June 20, 2021

I am currently running/training MAchine learning models that are very GPU expensive, Google Colab Pro is not giving me enough GPU/RAM

Is there any alternatives with better GPU and more RAM than Google Colab Pro??

2 Answers

Here are a few options:

  • Commercial cloud provider: AWS is the go-to cloud provider for virtually any need, they have options for everything. Check out their options for Deep Learning.
  • You could also buy your own hardware
  • Finally from a data science perspective there is also the option of modifying the parameters of the model and/or data so that the training fits with the hardware limitations.

Answered by Erwan on June 20, 2021

Try Kaggle, they offer 30 hours of TPU per week which might help if you are working with tensorflow or torch (TPUs have 128GB of memory). What you should try when running into memory issues is to use half precision floats which reduces memory requirements.

Answered by RonsenbergVI on June 20, 2021

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