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bankchurn.html
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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta content="width=device-width, initial-scale=1.0" name="viewport">
<title>Portfolio Details</title>
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<body>
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<header id="header">
<div class="d-flex flex-column">
<div class="profile">
<img src="assets/img/profile-img.jpg" alt="" class="img-fluid rounded-circle">
<h1 class="text-light"><a href="index.html">Monika Bagyal</a></h1>
<div class="social-links mt-3 text-center">
<a href="https://github.com/Minsifye" class="github"><i class="bx bxl-github"></i></a>
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<h2>Project Details</h2>
<ol>
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<li>Project Details</li>
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<img src="assets/img/portfolio/bankchurn.jpg" class="img-fluid" alt="">
</div>
<div class="portfolio-info">
<h3>Project information</h3>
<ul>
<li><strong>Category</strong>: Web design</li>
<li><strong>Project date</strong>: Feb, 2019</li>
<li><strong>Project URL</strong>: <a href="https://github.com/Minsifye/Churn-Prediction-Model-for-a-Bank/blob/master/Bank_Churn_Model.ipynb">Github</a></li>
</ul>
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<span>Photo by <a href="https://unsplash.com/@jupp?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Jonathan Kemper</a> on <a href="https://unsplash.com/s/photos/bye?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Unsplash</a></span>
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<section id="resume" class="resume">
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<div class="section-title">
<h2>Bank Customer Churn Prediction Model</h2>
<p>Build an end-to-end churn prediction model. Churn prediction is one of the most well known applications of machine learning and data science in the Customer Relationship Management (CRM) and Marketing fields. Simply put, a churner is a user or customer that stops using a company's products or services.</p>
</div>
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<div class="col-lg-6" data-aos="fade-up">
<h3 class="resume-title">Project Requirements</h3>
<div class="resume-item pb-0">
<p><em>Perform necessary steps to acheive a higher prediction rate.</em></p>
<ul>
<li>Find a good prediction model to help bank to know before hand the possibility of a customer leaving their bank.</li>
<li>Implement several Supervised Algorithm.</li>
<li>Find best suited machine learning to use for this problem.</li>
</ul>
</div>
<h3 class="resume-title">Skills Required</h3>
<div class="resume-item">
<h5>Python</h5>
<h5>Pandas</h5>
<h5>numPy</h5>
<h5>seaborn</h5>
<h5>Logistic Regression</h5>
<h5>RandomForest Classifier</h5>
<h5>Decision Tree Model</h5>
<h5>Naive Bayes</h5>
<h5>Matplotlib</h5>
<h5>Support Vector Machine(SVM)</h5>
<h5>GradientBoosting Classifier</h5>
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<div class="col-lg-6" data-aos="fade-up" data-aos-delay="100">
<h3 class="resume-title">Techniques</h3>
<div class="resume-item">
<h4>Major Tasks</h4>
<ul>
<li>Checking for Data summary, correlation, etc.</li>
<li>Creating visualization to explore features correlation.</li>
<li>Using OneHotEncoding to transform categorical variables into numerical.</li>
<li>Comparing results of Logistic Regression, Decision Tree Model, RandomForest, Naive Bayes, Support Vector Machine(SVM), etc using accuracy score and f1 score.</li>
</ul>
<p><em>Completed using Jupyter Notebook.</em></p>
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