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Cloud Resources for Deep Learning (GPUs)
If you want to start using deep neural networks then you really need access to NVIDIA GPUs to speed up the training process. Even if you have access to a GPUs managing the drivers and version of the various packages can be a pain and takes time
Cloud resources give access to GPUs and even preconfigured deep learning environments
This is far from a complete reference but this are the programmes and products I've had experience with.
Google Colab (HD - 20GB, RAM - 12GB GPU - K80 12GB) instances last for 12 hours
Microsoft Azure Notebooks (HD - 20GB, RAM 4GB, GPU - none ) instances last for ?
Short (two page) research proposal to get $5000 in cloud credits for 6 months every year for different projects!
- Google cloud Deep learning VM (TensorFlow, PyTorch, ...)
- AI Notebooks
- Roll your own
Estimate costs using their calculator which is a bit painful and then submit request.
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