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A bash-first guide to building a reliable AI stack on Linux: set up Python, venvs, and build tools; install and verify NumPy/SciPy, scikit-learn, PyTorch and TensorFlow (CPU/GPU), Hugging Face Transformers, and OpenCV; includes distro-specific commands, quick tests, and pro tips for pinning versions, leveraging BLAS, checking GPUs, and keeping toolchains updated—all without leaving the terminal.