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In this machine learning, PyTorch and VS Code tutorial we explain how to correctly install PyTorch GPU version in VS Code. We explain how to create a Python virtual environment in VS Code and how to correctly install PyTorch with GPU support in VS Code. We also present a simple script explaining how to test the installation of PyTorch GPU version in VS Code.