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In this video tutorial, the focus is on fine-tuning the GPT-2 model using Harry Potter's chapter 1 data. Despite the limited data available for fine-tuning, the goal is to provide an overview of the process. The tutorial covers setting the TensorFlow version, installing GPT-2 Simple, importing GPT-2, and downloading the model. The steps include connecting to a GPU runtime to optimize model training.