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portfolio-details8.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>Project Details</title>
<meta content="" name="descriptison">
<meta content="" name="keywords">
<!-- Favicons -->
<link href="assets/img/favicon.png" rel="icon">
<link href="assets/img/apple-touch-icon.png" rel="apple-touch-icon">
<!-- Google Fonts -->
<link href="https://fonts.googleapis.com/css?family=Open+Sans:300,300i,400,400i,600,600i,700,700i|Raleway:300,300i,400,400i,500,500i,600,600i,700,700i|Poppins:300,300i,400,400i,500,500i,600,600i,700,700i" rel="stylesheet">
<!-- Vendor CSS Files -->
<link href="assets/vendor/bootstrap/css/bootstrap.min.css" rel="stylesheet">
<link href="assets/vendor/icofont/icofont.min.css" rel="stylesheet">
<link href="assets/vendor/boxicons/css/boxicons.min.css" rel="stylesheet">
<link href="assets/vendor/venobox/venobox.css" rel="stylesheet">
<link href="assets/vendor/owl.carousel/assets/owl.carousel.min.css" rel="stylesheet">
<link href="assets/vendor/aos/aos.css" rel="stylesheet">
<!-- Template Main CSS File -->
<link href="assets/css/style.css" rel="stylesheet">
</head>
<body>
<!-- ======= Mobile nav toggle button ======= -->
<button type="button" class="mobile-nav-toggle d-xl-none"><i class="icofont-navigation-menu"></i></button>
<!-- ======= Header ======= -->
<header id="header">
<div class="d-flex flex-column">
<div class="profile">
<img src="assets/img/new.png" alt="" class="img-fluid rounded-circle">
<h1 class="text-light"><a href="index.html">Pratik Kumar</a></h1>
<div class="social-links mt-3 text-center">
<a href="https://github.com/pr2tik1" class="github"><i class="bx bxl-github"></i></a>
<a href="https://www.linkedin.com/in/pratik-kumar04/" class="linkedin"><i class="bx bxl-linkedin"></i></a>
<a href="https://www.instagram.com/pratikkumar04/" class="instagram"><i class="bx bxl-instagram"></i></a>
<a href="https://twitter.com/Pratikpkb" class="twitter"><i class="bx bxl-twitter"></i></a>
<a href="https://www.facebook.com/pr2tik1" class="facebook"><i class="bx bxl-facebook"></i></a>
</div>
</div>
<nav class="nav-menu">
<ul>
<li class="active"><a href="index.html"><i class="bx bx-home"></i> <span>Home</span></a></li>
</ul>
</nav><!-- .nav-menu -->
<button type="button" class="mobile-nav-toggle d-xl-none"><i class="icofont-navigation-menu"></i></button>
</div>
</header><!-- End Header -->
<main id="main">
<!-- ======= Breadcrumbs ======= -->
<section id="breadcrumbs" class="breadcrumbs">
<div class="container">
<div class="d-flex justify-content-between align-items-center">
<h2>Portfoio Details</h2>
<ol>
<li><a href="index.html">Home</a></li>
<li>Portfoio Details</li>
</ol>
</div>
</div>
</section><!-- End Breadcrumbs -->
<!-- ======= Portfolio Details Section ======= -->
<section id="portfolio-details" class="portfolio-details">
<div class="container">
<div class="portfolio-details-container">
<div class="owl-carousel portfolio-details-carousel">
<img src="assets/img/portfolio/portfolio_8.jpg" class="img-fluid" alt="">
</div>
<div class="portfolio-info">
<h3>Titanic Survival Prediction</h3>
<ul>
<li><strong>Category</strong>: Data Science</li>
<li><strong>Project date</strong>: November, 2019</li>
<li><strong>Project URL</strong>: <a href="https://github.com/pr2tik1/ml-dl-projects/blob/master/supervised/classification/kaggle/titanic-eda.ipynb">github </a></li>
</ul>
</div>
</div>
<div class="portfolio-description">
<h2>About</h2>
<p>
This is one of my first data science projects. The objective is to predict the survival of passengers on the famous Titanic Survival Data set. Its a Binary Classification problem. Here I have used feature engineering, data visualization, predictive analysis and finally submitted it to Kaggle Competetion. Models used are Logistic Regression, SVM, XGboost, Random Forest and Decision Tree. I found SVM, Random Forest and Logistic Regression classifiers performed good over the chosen data and hence I performed ensemble learning, to produce better results.
<li><strong>Tech Stack:</strong> Jupyter Lab, Anaconda, Python 3+, sklearn, pandas, numpy, seaborn</li>
</p>
</div>
</div>
</section><!-- End Portfolio Details Section -->
<!-- Site footer -->
<footer class="site-footer">
<div class="container">
<div>
<p class="text-center">Made with Love ❤️ by <a href="https://github.com/pr2tik1">Pratik</a> | Inspired by <a href="https://bootstrapmade.com/iportfolio-bootstrap-portfolio-websites-template/">Bootstrapmade.com</a></p>
</div>
</div>
</footer>
</main><!-- End #main -->
<a href="#" class="back-to-top"><i class="icofont-simple-up"></i></a>
<!-- Vendor JS Files -->
<script src="assets/vendor/jquery/jquery.min.js"></script>
<script src="assets/vendor/bootstrap/js/bootstrap.bundle.min.js"></script>
<script src="assets/vendor/jquery.easing/jquery.easing.min.js"></script>
<script src="assets/vendor/php-email-form/validate.js"></script>
<script src="assets/vendor/waypoints/jquery.waypoints.min.js"></script>
<script src="assets/vendor/counterup/counterup.min.js"></script>
<script src="assets/vendor/isotope-layout/isotope.pkgd.min.js"></script>
<script src="assets/vendor/venobox/venobox.min.js"></script>
<script src="assets/vendor/owl.carousel/owl.carousel.min.js"></script>
<script src="assets/vendor/typed.js/typed.min.js"></script>
<script src="assets/vendor/aos/aos.js"></script>
<!-- Template Main JS File -->
<script src="assets/js/main.js"></script>
</body>
</html>