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Beginner-focused guide to running AI on Linux. Covers setup (Python, virtualenv, CUDA/GPU drivers), installing PyTorch/TensorFlow, Jupyter, and CLI tools like llama.cpp and Whisper. Includes hands-on demos—text summarization, image classification, shell automation with APIs, cron jobs—plus troubleshooting, performance, and ethics tips.