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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>DNA CLASSIFICATION</title>
<meta content="" name="description">
<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|Montserrat:300,400,500,600,700" rel="stylesheet">
<!-- Vendor CSS Files -->
<link href="assets/vendor/aos/aos.css" rel="stylesheet">
<link href="assets/vendor/bootstrap/css/bootstrap.min.css" rel="stylesheet">
<link href="assets/vendor/bootstrap-icons/bootstrap-icons.css" rel="stylesheet">
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<link href="assets/vendor/swiper/swiper-bundle.min.css" rel="stylesheet">
<link href="assets/css/style.css" rel="stylesheet">
</head>
<body>
<!-- ======= Header ======= -->
<header id="header" class="fixed-top d-flex align-items-center header-transparent">
<div class="container d-flex align-items-center">
<h1 class="logo me-auto"><a href="index.html">DNA Classification</a></h1>
<nav id="navbar" class="navbar order-last order-lg-0">
<ul>
<li><a class="nav-link scrollto active" href="#hero">Home</a></li>
<li><a class="nav-link scrollto" href="#about">Intro</a></li>
<li><a class="nav-link scrollto" href="#services">Methodology</a></li>
<li><a class="nav-link scrollto" href="#calltoaction">Code</a></li>
<li><a class="nav-link scrollto" href="#herocpy">Details</a></li>
</ul>
<i class="bi bi-list mobile-nav-toggle"></i>
</nav><!-- .navbar -->
</div>
</header><!-- End Header -->
<!-- ======= Hero Section ======= -->
<section id="hero" class="clearfix">
<div class="container d-flex h-100">
<div class="row justify-content-center align-self-center" data-aos="fade-up">
<div class="col-lg-6 intro-info order-lg-first order-last" data-aos="zoom-in" data-aos-delay="100">
<h2>DNA Sequence Classification<br>using <span>Machine Learning</span></h2>
</div>
<div class="col-lg-6 intro-img order-lg-last order-first" data-aos="zoom-out" data-aos-delay="200">
<img src="assets/img/intro-img.svg" alt="" id="topimg">
</div>
</div>
</div>
</section><!-- End Hero -->
<main id="main">
<!-- ======= Intro Section ======= -->
<section id="about" class="about">
<div class="container" data-aos="fade-up">
<div class="row">
<div class="col-lg-5 col-md-6">
<div class="about-img" data-aos="fade-right" data-aos-delay="100">
<img src="assets/img/dna.jpg" alt="">
</div>
</div>
<div class="col-lg-7 col-md-6">
<div class="about-content" data-aos="fade-left" data-aos-delay="100">
<h2>Introduction</h2>
<h3>DNA sequencing is the process of determining the sequence of nucleotides (As, Ts, Cs, and Gs) in a piece of DNA.</h3>
<p>The human genome contains about 3 billion base pairs that spell out the instructions for making and maintaining a human being.</p>
<p>In the DNA double helix, the four chemical bases always bond with the same partner to form "base pairs." Adenine (A) always pairs with thymine (T); cytosine (C) always pairs with guanine (G). This pairing is the basis for the mechanism by which DNA molecules are copied when cells divide, and the pairing also underlies the methods by which most DNA sequencing experiments are done.</p>
<p>
Since the completion of the Human Genome Project (1990-2003), technological improvements and automation have increased speed and lowered costs to the point where individual genes can be sequenced routinely, and some labs can sequence well over 100,000 billion bases per year, and an entire genome can be sequenced for just a few thousand dollars.
</p>
</div>
</div>
</div>
</div>
</section><!-- End Intro Section -->
<!-- ======= Methodology Section ======= -->
<section id="services" class="services section-bg">
<div class="container" data-aos="fade-up">
<header class="section-header">
<h3>Methodology</h3>
</header>
<div class="row">
<div class="col-md-6 col-lg-4 wow bounceInUp" data-aos="zoom-in" data-aos-delay="100">
<div class="box">
<div class="icon" style="background: #fceef3;"><i class="bi bi-briefcase" style="color: #ff689b;"></i></div>
<h4 class="title"><a href="">Dataset</a></h4>
<p class="description">The data is a 1990 generated collection of 106 instances
across 58 attributes. All the instances are labelled with binary labels i.e. ‘+’ and ‘-’
</p>
</div>
</div>
<div class="col-md-6 col-lg-4" data-aos="zoom-in" data-aos-delay="200">
<div class="box">
<div class="icon" style="background: #fff0da;"><i class="bi bi-card-checklist" style="color: #e98e06;"></i></div>
<h4 class="title"><a href="">Train-test split</a></h4>
<p class="description">
The data is split into training and test data for validation of the model later.
The training data size is set to 25% of the original data
</p>
</div>
</div>
<div class="col-md-6 col-lg-4" data-aos="zoom-in" data-aos-delay="300">
<div class="box">
<div class="icon" style="background: #e6fdfc;"><i class="bi bi-bar-chart" style="color: #3fcdc7;"></i></div>
<h4 class="title"><a href="">Model Selection</a></h4>
<p class="description">To select which model performs best for the given dataset, we train a host of different models, like Logistic Regression, SVM, Naïve Bayes, Neural Networks etc</p>
</div>
</div>
<div class="col-md-6 col-lg-4 wow" data-aos="zoom-in" data-aos-delay="100">
<div class="box">
<div class="icon" style="background: #eafde7;"><i class="bi bi-binoculars" style="color:#41cf2e;"></i></div>
<h4 class="title"><a href="">Model Training</a></h4>
<p class="description">The models are trained one-by one with the training data.
The model parameters are updated using gradient descent.
</p>
</div>
</div>
<div class="col-md-6 col-lg-4" data-aos="zoom-in" data-aos-delay="300">
<div class="box">
<div class="icon" style="background: #ecebff;"><i class="bi bi-calendar4-week" style="color: #8660fe;"></i></div>
<h4 class="title"><a href="">Model Classification</a></h4>
<p class="description">Model performances are compared using the metric of Accuracy Score, which tells us the proportion of correct classifications made by the model</p>
</div>
</div>
</div>
</div>
</section><!-- End Methodology Section -->
<!-- ======= Call To Action Section ======= -->
<section id="calltoaction">
<div class="container" data-aos="zoom-out">
<div class="row">
<div class="col-lg-9 text-center text-lg-start">
<br />
<h3 class="cta-title">Coding Part</h3>
</div>
<div class="col-lg-3 cta-btn-container text-center">
<a class="cta-btn align-middle" href="coder.html">See the code</a>
</div>
</div>
</div>
</section>
<br/><!-- End Call To Action Section -->
<!-- ======= details Section ======= -->
<section id="herocpy" class="clearfix">
<div class="container d-flex h-100">
<div class="row justify-content-center align-self-center" data-aos="fade-up">
<img src="assets/img/tech.jpg">
</div>
</div>
</section>
<br />
<section id="herocpy" class="clearfix">
<div class="container d-flex h-100">
<div class="row justify-content-center align-self-center" data-aos="fade-up">
<img src="assets/img/sel.jpg">
</div>
</div>
</section>
<br />
<section id="herocpy" class="clearfix">
<div class="container d-flex h-100">
<div class="row justify-content-center align-self-center" data-aos="fade-up">
<img src="assets/img/conc.jpg">
</div>
</div>
</section>
<br />
<!--</section>-->
<!-- ======= Footer ======= -->
<footer id="footer" class="section-bg">
<div class="container">
<div class="copyright">
© Copyright <strong>Our Team</strong>. All Rights Reserved
</div>
<div class="credits">
Designed by Sachin & Sachin</a>
</div>
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<!-- Vendor JS Files -->
<script src="assets/vendor/aos/aos.js"></script>
<script src="assets/vendor/bootstrap/js/bootstrap.bundle.min.js"></script>
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