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The tutorial covers the process of fine-tuning GPT3 on a custom dataset, starting with installing the CLI and setting the API key. The steps include creating a new key secret or using an existing one, and setting it up as a variable to proceed with the fine-tuning process. Tracking the API keys is essential for successful completion.