Avdhesh-Varshney commented 4 months ago

Pull Request for ML-Crate 💡

Issue Title: IELTS Success Analysis and Prediction

Info about the related issue (Aim of the project) : The aim of this project is to analyze and predict the success rates of IELTS.
Name: Avdhesh Varshney
GitHub ID: https://github.com/Avdhesh-Varshney
Idenitfy yourself: IWOC'24 Contributor

Closes: #511

Load the dataset which contains 27 entries in it and having 23 features in it.
Checked for missing values and cleaned the data accordingly.
Analyzed the data, found insights and visualized them accordingly.
Plotting heatmap using correlation and checking the relation between different features.
Found detailed insights of different columns with target variable using plotting libraries and plot the box-plot to see the distribution of dataset correspond to target features.
Split the dataset into training and testing dataset.
Apply PCA to reduce the number of features.
Apply different training models and get their accuracies and MSE and R2 scores.
Train the datasets by different models and saves their accuracies into a dataframe.

What sort of change have you made:

Dry run the project and get insights of the project.

[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 4 months ago

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

Avdhesh-Varshney commented 4 months ago

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