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This tutorial on applied NLP teaches how to fine-tune a text generation model, push the generated text into the Hugging Face model hub, and explore stable diffusion. The model, called SD prompt generator GPT Neo, helps beginners generate detailed prompts for stable diffusion AI. The outcome is a live model on the Hugging Face model hub for generating stable diffusion prompts efficiently.