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: satyamrai3362@gmail.com
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)
[x] 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: ☑️

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

abhisheks008 / DL-Simplified

Added AI-Driven Diagnostic System #803