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2. I need to install CUDA Toolkit and cuDNN

Conda should have installed them. If not, you may check to see if you installed the CPU version.

Ref: https://conda-forge.org/docs/user/tipsandtricks/#installing-cuda-enabled-packages-like-tensorflow-and-pytorch

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Answer selected by agvent
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