Model

I used the finetuning notebook offerd by unsloth.

Complete notebook can be found in notebooks/Create_synthetic_dataset or on GoogleColab

Data

The dataset was created using an existing dataset Pima Indians Diabetes Database

The steps to create and produce the data was as follows:

  1. Turn every column of the dataset into into text description of the patient using prepared text templates.
  2. Prompt gpt4-o asking for a complete analysis, detailed illustration and diagnostics.
  3. Use gpt4-o output to train a smaller model like llama 8b
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