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In this tutorial, the speaker walks through the process of fine-tuning GPT3 on a custom data set. They start by installing the CLI and setting up the API key, which is obtained from the account page. Creating a new key or using an existing one is necessary, and it is important to keep track of it for future use. Once these steps are completed, the fine-tuning process can proceed smoothly.