abhisheks008 / ML-Crate

ML-Crate stands as the ultimate hub for a multitude of exciting ML projects, serving as the go-to resource haven for passionate and dedicated ML enthusiasts!🌟💫 Devfolio URL, https://devfolio.co/projects/mlcrate-98f9

https://quine.sh/repo/abhisheks008-ML-Crate-409463050

MIT License

192 stars 216 forks source link

Medical Recommendation System #631 #639

Closed Shiroirose closed 3 months ago

Shiroirose commented 3 months ago

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)
[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? ⚙️

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

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.

github-actions[bot] commented 3 months ago

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