Avdhesh-Varshney commented 6 months ago

Pull Request for DL-Simplified 💡

Issue Title : Cardiovascular Disease Risk Prediction DL Model

Info about the related issue (Aim of the project) : The aim of the project is to analyze and predict whether the person having the chances of CVD.
Name: Avdhesh Varshney
GitHub ID: https://github.com/Avdhesh-Varshney
Email ID: avdheshvarshney786@gmail.com
**Idenitfy yourself: SWOC'24 Contributor

Closes: #493

First I imported all the required libraries and dataset for this project.
Perfoming the EDA on the whole dataset.
Removing the unnecessary variables.
Performing label encoding on object features and converting them into integer datatype.
Visualizing the dataset distribution in univariate and bivariate with target feature.
Watching the correlation of different features by plotting Heatmap.
Keep the necessary features for further processing and splitting the dataset into training and testing set.
Then, i have developed 3 deep learning models and classify whether person will have Cardio vascular diesease or not.
Finally plotting the graph of visualizing how the model is trained on training set and testing set.

What sort of change have you made:

I have made this notebook on Kaggle. You can go through this Link

[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 6 months ago

Our team will soon review your PR. Thanks @Avdhesh-Varshney :)

Avdhesh-Varshney commented 6 months ago

@abhisheks008 please review this pr and requested to merge it under SWOC'24