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In this video tutorial, the presenter demonstrates how to fine-tune the GPT2 model using Harry Potter's Chapter 1 as novel data. The data used for fine-tuning is shown briefly, although it may not be sufficient for the task. The focus then shifts to connecting to a GPU runtime for faster processing. Setting up the TensorFlow version and installing GPT2 Simple are initial steps before downloading the model for further usage in the process.