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<!DOCTYPE HTML>
<html>
<head>
<title>Wina's Portfolio</title>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no" />
<link rel="stylesheet" href="assets/css/main.css" />
<noscript><link rel="stylesheet" href="assets/css/noscript.css" /></noscript>
</head>
<body class="is-preload">
<!-- Wrapper -->
<div id="wrapper" class="fade-in">
<!-- Header -->
<header id="header">
<a href="index.html" class="logo">Wina's Portfolio</a>
</header>
<!-- Nav -->
<nav id="nav">
<ul class="links">
<li class="active"><a href="index.html">Home</a></li>
<li><a href="about.html">About Me</a></li>
<li><a href="publications.html">Publications</a></li>
</ul>
<ul class="icons">
<li><a href="https://www.linkedin.com/in/wina-munada/" class="icon brands fa-linkedin"><span class="label">LinkedIn</span></a></li>
<li><a href="https://instagram.com/wina_munada" class="icon brands fa-instagram"><span class="label">Instagram</span></a></li>
<li><a href="https://github.com/wnmnd" class="icon brands fa-github"><span class="label">GitHub</span></a></li>
</ul>
</nav>
<!-- Main -->
<div id="main">
<!-- Posts -->
<section class="posts">
<article>
<header>
<h2><a href="https://github.com/wnmnd/diabetes-prediction-webapp">DIABETES CLASSIFICATION WEB APP</a></h2>
</header>
<a href="#" class="image fit"><img src="images/pic02.jpg" alt="" /></a>
<p>This web application allows users to choose different machine learning models to predict diabetes and adjust parameters to achieve the best accuracy. Built using Streamlit, the app includes several popular classifiers such as SVM, Logistic Regression, Random Forest, K-Nearest Neighbors, Decision Tree, XGBoost, and LightGBM.</p>
<ul class="actions special">
<li><a href="https://github.com/wnmnd/diabetes-prediction-webapp" class="button">Full Project</a></li>
</ul>
</article>
<article>
<header>
<h2><a href="https://github.com/wnmnd/AML-ALL-Gene-Expression-ML/">Evaluating Machine Learning Models for Gene Expression Analysis <br />
in AML and ALL Cancer</a></h2>
</header>
<a href="#" class="image fit"><img src="images/pic03.jpg" alt="" /></a>
<p>This project focuses on the analysis of gene expression data to distinguish between Acute Myeloid Leukemia (AML) and Acute Lymphoblastic Leukemia (ALL). Accurate classification and clustering of gene expression profiles can provide significant insights into the molecular mechanisms of these cancers and aid in developing targeted therapies.</p>
<ul class="actions special">
<li><a href="https://github.com/wnmnd/AML-ALL-Gene-Expression-ML/" class="button">Full Project</a></li>
</ul>
</article>
<article>
<header>
<h2><a href="https://github.com/wnmnd/Airline-Customer-Satisfaction/">CUSTOMER SATISFACTION ANALYSIS IN AIRLINE INDUSTRY</a></h2>
</header>
<a href="#" class="image fit"><img src="images/pic04.jpg" alt="" /></a>
<p>This project aims to analyze customer satisfaction in the airline industry by examining various factors that influence passenger experiences. The analysis includes identifying key independent variables that affect customer satisfaction and utilizing machine learning models to predict satisfaction levels. The primary objective is to understand how different service aspects impact customer perceptions and to identify areas for improvement.</p>
<ul class="actions special">
<li><a href="https://github.com/wnmnd/Airline-Customer-Satisfaction/" class="button">Full Project</a></li>
</ul>
</article>
<article>
<header>
<h2><a href="https://github.com/wnmnd/stroke-prediction/">Build and deploy a stroke prediction model using R</a></h2>
</header>
<a href="#" class="image fit"><img src="images/pic05.jpeg" alt="" /></a>
<p>A leading healthcare organization seeks to predict stroke risk using patient medical history and demographic data. As a data scientist, I built and validated a prediction model using the Random Forest algorithm. This involved data cleaning, processing, analysis, visualization, and deployment for clinical use. The model, achieving 95% accuracy, aims to mitigate stroke incidents and enhance patient outcomes.</p>
<ul class="actions special">
<li><a href="https://github.com/wnmnd/stroke-prediction/" class="button">Full Project</a></li>
</ul>
</article>
</section>
<!-- Footer -->
<footer>
<div class="pagination">
<!--<a href="#" class="previous">Prev</a>-->
<a href="index.html" class="extra">1</a>
<a href="page2.html" class="extra">2</a>
<a href="page3.html" class="page active">3</a>
<span class="extra">…</span>
<a href="#" class="next">Next</a>
</div>
</footer>
</div>
<!-- Footer -->
<footer id="footer" style="background-color: #2E2E2E; color: #ccc; padding: 40px 20px;">
<div style="display: flex; justify-content: space-between; flex-wrap: wrap; max-width: 1200px; margin: 0 auto;">
<!-- Left Column -->
<div style="flex: 1; min-width: 300px; padding: 10px;">
<h3 style="color: #fff;">My Location</h3>
<p>Jalan Tun Abdul Razak,<br>
05200, Alor Setar,<br>
Kedah Darul Aman, Malaysia.</p>
<p><span style="display: flex; align-items: center;">(60) 19 606 2636</span></p>
<p><span style="display: flex; align-items: center;">[email protected]</span></p>
<div style="display: flex; gap: 10px; margin-top: 10px;">
<ul class="icons alt">
<li><a href="https://www.linkedin.com/in/wina-munada/" class="icon brands alt fa-linkedin"><span class="label">Facebook</span></a></li>
<li><a href="https://instagram.com/wina_munada" class="icon brands alt fa-instagram"><span class="label">Instagram</span></a></li>
<li><a href="https://github.com/wnmnd" class="icon brands alt fa-github"><span class="label">GitHub</span></a></li>
</ul>
</div>
</div>
<!-- Middle Column -->
<div style="flex: 1; min-width: 300px; padding: 10px;">
<h3 style="color: #fff;">projects</h3>
<ul style="list-style: none; padding: 0; margin: 0;">
<li><a href="https://github.com/wnmnd/Waste-Segregation-Using-CNN" style="color: #ccc; text-decoration: none;">Waste Segregation</a></li>
<li><a href="https://github.com/wnmnd/MRI-alzheimer-classification" style="color: #ccc; text-decoration: none;">Alzheimer Classification</a></li>
<li><a href="https://github.com/wnmnd/diabetes-prediction-webapp" style="color: #ccc; text-decoration: none;">Diabetes Classification</a></li>
<li><a href="https://github.com/wnmnd/stroke-prediction/" style="color: #ccc; text-decoration: none;">Stroke Prediction</a></li>
</ul>
</div>
<!-- Right Column -->
<div style="flex: 1; min-width: 150px; padding: 10px;">
<h3 style="color: #fff;">Quick Links</h3>
<ul style="list-style: none; padding: 0; margin: 0;">
<li><a href="publications.html" style="color: #ccc; text-decoration: none;">Publications</a></li>
<li><a href="about.html" style="color: #ccc; text-decoration: none;">About Me</a></li>
</ul>
</div>
</div>
</footer>
<!-- Copyright -->
<div id="copyright">
<ul><li>© Untitled</li><li>Design: <a href="https://html5up.net">HTML5 UP</a></li></ul>
</div>
</div>
<!-- Scripts -->
<script src="assets/js/jquery.min.js"></script>
<script src="assets/js/jquery.scrollex.min.js"></script>
<script src="assets/js/jquery.scrolly.min.js"></script>
<script src="assets/js/browser.min.js"></script>
<script src="assets/js/breakpoints.min.js"></script>
<script src="assets/js/util.js"></script>
<script src="assets/js/main.js"></script>
</body>
</html>