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<!DOCTYPE HTML>
<html>
<head>
<title>Ayush Shirsat</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">
<!-- Intro -->
<div id="intro">
<h1>Ayush Shirsat</h1>
<p>A showcase of my Portfolio</p>
<ul class="actions">
<li><a href="#header" class="button icon solid solo fa-arrow-down scrolly">Continue</a></li>
</ul>
</div>
<!-- Nav -->
<nav id="nav">
<ul class="links">
<li class="active"><a href="index.html">About Me</a></li>
</ul>
<ul class="icons">
<li><a href="https://www.linkedin.com/in/ayush-shirsat/" class="icon brands fa-linkedin"></a></li>
<li><a href="https://github.com/Ayush-Shirsat" class="icon brands fa-github"></a></li>
<li><a href="https://www.kaggle.com/ayush3496" class="icon brands fa-kaggle"></a></li>
</ul>
</nav>
<!-- Main -->
<div id="main">
<!-- Featured Post -->
<article class="post featured">
<header class="major">
<h2>My name is <br>Ayush Shirsat</h2>
<ul class="actions special">
<li><a href="https://github.com/Ayush-Shirsat/Ayush-Shirsat.github.io/blob/master/extra/Resume_Ayush_Shirsat.pdf" target="_blank" class="button">Resume</a></li>
</ul>
<p>Masters Student at Boston University<br>
Specializing in Data Analytics<br>
Interested in Machine Learning, Computer Vision and Robotics</p>
</header>
</article>
<!-- Header -->
<article class="post featured">
<header>
<h2><center><font size="50"><i>Academic Projects</i></font></center></h2>
</header>
<header>
<h2>Analyzing EfficientNet on grading Diabetic Retinopathy</h2>
</header>
<a href="https://github.com/Ayush-Shirsat/EfficientNet_DR" target="_blank"><img src="images/effnetDR.png" width="400" height="400" alt="" /></a>
<p style="text-align: center;">Analyzed the performance of EfficientNets on grading Diabetic Retinopathy on a scale of 0 to 4. EfficientNet models were scaled from B0 to B7 and an increase in Accuracy was observed. B7 achieved a score of 0.856 and outperformed all other single models inlcuding likes of DenseNet, ResNet and Mobile Nets.</p>
<ul class="actions special">
<li><a href="https://github.com/Ayush-Shirsat/EfficientNet_DR" target="_blank" class="button">Project Link</a></li>
</ul>
</article>
<!-- Posts -->
<section class="posts">
<article class="posts">
<header>
<h2>3D Reconstruction of Telecommunication tower</h2>
</header>
<a href="https://github.com/3DMBDP/3D_Drone_Reconstruction" target="_blank" class="image fit"><img src="images/proj_1_tower.png" width="300" height="300" alt="" /></a>
<p>Images of a telecommunication tower were taken by a drone. The tower was segmented out from the background using U-Net archictecture. Points were extracted and mapped using SIFT. 3D reconstruction was performed using Structure from Motion.</p>
<ul class="actions special">
<li><a href="https://github.com/3DMBDP/3D_Drone_Reconstruction" target="_blank" class="button">Project Link</a></li>
</ul>
</article>
<article>
<header>
<h2>Twitter image Analysis using Google Cloud Vision</h2>
</header>
<a href="https://github.com/Ayush-Shirsat/Tweepy-API" target="_blank" class="image fit"><img src="images/tweepy.PNG" width="300" height="300" alt="" /></a>
<p>Using Tweepy API certained number of tweets were streamed. Tweets with images were stored in SQL and MongoDB database for analysis. Using Google Cloud Vision API the contents of images were displayed and stored.</p>
<ul class="actions special">
<li><a href="https://github.com/Ayush-Shirsat/Tweepy-API" target="_blank" class="button">Project Link</a></li>
</ul>
</article>
</section>
<section class="posts">
<article>
<header>
<h2>Data driven enhancement of JPEG compressed images</h2>
</header>
<a href="https://github.com/Ayush-Shirsat/DIP-project" target="_blank" class="image fit"><img src="images/proj_2_jpeg.PNG" width="300" height="300" alt="" /></a>
<p>Used Super Resolution Convolution Neural Network to enhance the quality of JPEG compressed images. The output images had better Signal to Noise ratio and reduced blocking artifact. Worked well on grayscale and RGB.</p>
<ul class="actions special">
<li><a href="https://github.com/Ayush-Shirsat/DIP-project" target="_blank" class="button">Project Link</a></li>
</ul>
</article>
<article>
<header>
<h2>311 Haverhill Non-Emergency Request</h2>
</header>
<a href="https://github.com/Ayush-Shirsat/Haverhill_request" target="_blank" class="image fit"><img src="images/haverhill.PNG" width="300" height="300" alt="" /></a>
<p>Using QAlert API haverhill 311 non-emergency request data was collected. Used Seaborn and Matplotlib to produce data visualizations. Predicted request and response trends using regression techniques (SVM and Linear regression).</p>
<ul class="actions special">
<li><a href="https://github.com/Ayush-Shirsat/Haverhill_request" target="_blank" class="button">Project Link</a></li>
</ul>
</article>
</section>
<article class="post featured">
<header>
<h2><center><font size="50"><i>Publications</i></font></center></h2>
</header>
</article>
<article>
<p>1) <a href="https://ieeexplore.ieee.org/abstract/document/8203915" target="_blank">Shirsat, A. A., & Nayak, J. (2017, July). Visible light communication using MIMO channel to achieve better SNR at high bit rate. In 2017 8th International Conference on Computing, Communication and Networking Technologies (ICCCNT) (pp. 1-7). IEEE.</a></p>
<p>2) <a href="http://www.aerialroboticscompetition.org/assets/downloads/2017SymposiumPapers/BirlaInstituteofTechnologyandSciencePilani.pdf" target="_blank">Debnath, S., Bolimera, A., Rao, S. H., Shirsat, A., Khandelwal, P., Bhooshan, S., ... & Samuel, S. Unmanned Aerial Vehicle of Team IFOR for the International Aerial Robotics Competition 2017.</a></p>
</article>
<footer>
<p style="text-align: center;"><font size="6"><b>Contact Me</b><br></font>
<font size="3">e-mail: [email protected]<br></font>
<font size="5">
<a href="https://www.linkedin.com/in/ayush-shirsat/" class="icon brands fa-linkedin">   </a>
<a href="https://github.com/Ayush-Shirsat" class="icon brands fa-github">   </a>
<a href="https://www.kaggle.com/ayush3496" class="icon brands fa-kaggle"><br></font></a>
</p>
</footer>
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