Medical Recommendation System #631

[Shiroirose]

Pull Request for ML-Crate 💡

Issue Title: Medical Recommendation System

• Info about the related issue (Aim of the project) : This project aims to diagnose a patient based on given symptoms and accordingly propose medications, workouts, diets and precautions by using ML models and algorithms
• Name: Sebonti Patra
• Email ID for further communication: sebo1910kol@gmail.com
• GitHub ID: https://github.com/Shiroirose
• Identify yourself: SSOC'03 2024 Contributor

Closes: #631

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

• loaded the dataset which has a shape of 4920 x 133
• checked for missing values
• made a histogram plot of all the features present and also a heatmap
• used libraries to train 8 different models to get the best model out of them
• compared the ROC scores and accuracy of the models
• printed the confusion matrix and classification report of the best chosen model
• made predictions according to inputted symptoms and printed them

Type of change ☑️

• 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? ⚙️

• i have made the project in jupyter notebook
• please install all required dependencies and run each cell in the provided notebook sequentially

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 @Shiroirose :)