Added AI-Driven Diagnostic System

[Kyouma45]

Pull Request for DL-Simplified 💡

Issue Title : AI Driven Diagnostic System

• Info about the related issue (Aim of the project) : Develop a model to predict disease based on symptoms provided by the user and give prescriptions based on the predicted disease
• Name: Satyam Rai
• GitHub ID: #67496078
• Email ID: [email protected]
• Idenitfy yourself: GSSoC'24

I have created a very well documented readme file which you can refer to get all the understanding about the model and dataset.

Closes: #714

Describe the add-ons or changes you've made 📃

I trained different models on the custom dataset which takes 133 different symptoms from the user to predict among 40 diseases. I have tried building a deep learning model and a catboost model. Catboost outperformed DL model and gave more than 97.6% accuracy. So, I went ahead with catboost model.
Then I integrated the model with OpenAI to give prescriptions based on the predicted disease from the model.

Type of change ☑️

What sort of change have you made:

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Code style update (formatting, local variables)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested? ⚙️

It was tested based on an accuracy score of more than 97.6%. Images are attached in the readme file.

Checklist: ☑️

• My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.
• Any dependent changes have been merged and published in downstream modules.

[github-actions]

Our team will soon review your PR. Thanks @Kyouma45 :)

[abhisheks008]

Please follow the project structure and put your files accordingly.