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You can definitely use your RTX 4070 Super locally - no need for Colab!

The course recommends Colab mainly for accessibility since not everyone has a GPU. With your setup:

  1. Install CUDA toolkit (match your driver version)
  2. Install PyTorch with CUDA:
pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121
  1. Verify: python -c "import torch; print(torch.cuda.is_available())"

Your 4070 Super (12GB VRAM) will actually outperform free Colab T4s. Plus you get:

  • No session timeouts
  • No upload/download overhead
  • Faster iteration cycles
  • Full control over your environment

Only use Colab if you need 40GB+ VRAM for massive models or want to work from multiple machine…

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@ohecker-logicalredstone
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