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+      <a href="../../content/about/teaching_staff.html" class="pagination-link" aria-label="Teaching Staff 2024-2025">
+        <i class="bi bi-arrow-left-short"></i> <span class="nav-page-text">Teaching Staff 2024-2025</span>
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-<title>Teaching Staff – Data Science Across Disciplines</title>
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+        <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="../../content/about/teaching_staff.html">About</a></li><li class="breadcrumb-item"><a href="../../content/about/teaching_staff.html">Teaching Staff 2024-2025</a></li></ol></nav>
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+<header id="title-block-header" class="quarto-title-block default"><nav class="quarto-page-breadcrumbs quarto-title-breadcrumbs d-none d-lg-block" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="../../content/about/teaching_staff.html">About</a></li><li class="breadcrumb-item"><a href="../../content/about/teaching_staff.html">Teaching Staff 2024-2025</a></li></ol></nav>
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@@ -533,21 +533,20 @@ <h1 class="title">Teaching Staff</h1>
 </header>
 
 
-<section id="cagatay-turkay" class="level4">
-<h4 class="anchored" data-anchor-id="cagatay-turkay">Cagatay Turkay</h4>
-<p><img src="../../media/staff-cagatay.png" class="img-fluid" align="right" width="150"> <em>Professor, Module Convener</em></p>
-<p>My research falls under the broad area that can be referred to as Visual Data Science and focuses on designing visualisations, interactions and computational methods to enable an effective combination of human and machine capabilities to facilitate data-intensive problem solving.</p>
-<p>I have a special interest in working on problems where high-dimensional, spatio-temporal, heterogenous and large datasets are used in answering questions with data.</p>
-</section>
 <section id="kavin-narasimhan" class="level4">
 <h4 class="anchored" data-anchor-id="kavin-narasimhan">Kavin Narasimhan</h4>
 <p><img src="../../media/staff-kavin.png" class="img-fluid" align="right" width="150"> <em>Assistant Professor</em></p>
 <p>Agent-based Modelling, Computational Modelling for Public Policy, Network Analysis, and Participatory Research Methods are my areas of research interest and expertise. I continue to work at the intersection of academic research and public policy through which I see firsthand the impact of reliable data analysis and effective story telling using data on decision-making.</p>
 </section>
-<section id="carlos-cámara-menoyo" class="level4">
-<h4 class="anchored" data-anchor-id="carlos-cámara-menoyo">Carlos Cámara-Menoyo</h4>
-<p><img src="../../media/staff-carlos.png" class="img-fluid" align="right" width="150"> <em>Senior Research Software Engineer</em></p>
-<p>I am a versatile, transdisciplinary, and passionate person with a mixed technical and sociological background. As a Senior Research Software Engineer, I am responsible to support research and teaching by using and developing research software while promoting an open, reproducible research culture and outputs.</p>
+<section id="ching-jin" class="level4">
+<h4 class="anchored" data-anchor-id="ching-jin">Ching Jin</h4>
+<p><img src="../../media/staff-ching.png" class="img-fluid" align="right" width="150"> <em>Assistant Professor</em></p>
+<p>I am a computational social scientist, who specializes in developing novel computational methodologies by leveraging tools from network science, statistical physics, and artificial intelligence. My work involves applying these methods to large-scale datasets across various domains, including technology, science, and commerce, with the overarching goal of describing, modeling, and predicting social patterns.</p>
+</section>
+<section id="esha-sadia-nasir" class="level4">
+<h4 class="anchored" data-anchor-id="esha-sadia-nasir">Esha Sadia Nasir</h4>
+<p><img src="../../media/staff-esha.png" class="img-fluid" align="right" width="150"> <em>Research Software Engineer</em></p>
+<p>I am pursuing a PhD in Computer Science at the University of Warwick, specializing in Multiplex Immunofluorescence image processing and analysis. My research interests span across Computer Vision, Medical Image Analysis, Computational Pathology, Data Analytics, Deep Learning, and Artificial Intelligence.</p>
 </section>
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@@ -559,11 +558,13 @@ <h2 class="anchored" data-anchor-id="sec-staff-all">Present and former staff</h2
 <p>This module has also been taught by the following people in the past (in alphabetical order):</p>
 <ul>
 <li><strong>Busola Oronti</strong>, Teaching Assistant (2022-Present)</li>
-<li><strong>Cagatay Turkay</strong>, Professor (202X-Present)</li>
+<li><strong>Cagatay Turkay</strong>, Professor (2020-Present)</li>
 <li><strong>Carlos Cámara-Menoyo</strong>, Senior Research Software Engineer (2022-Present)</li>
+<li><strong>Ching Jin</strong>, Assistant Professor (2024-2025)</li>
+<li><strong>Esha Nasir</strong>, Research Software Engineer (2024-25)</li>
 <li><strong>James Tripp</strong>, Senior Research Software Engineer (2020-2022)</li>
 <li><strong>Kavin Narasimhan</strong>, Assistant Professor (2023-Present)</li>
-<li><strong>Maria Petrescu</strong>, Teaching Assistant (XX-XXX)</li>
+<li><strong>Maria Petrescu</strong>, Teaching Assistant (2021-2022)</li>
 <li><strong>Yulu Pi</strong>, Teaching Assistant (2022-2023)</li>
 <li><strong>Zofia Bednarowska-Michaiel</strong>, Teaching Fellow (2021-2022)</li>
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 <h2 data-number="8.2" class="anchored" data-anchor-id="sec-inputting-missing-data"><span class="header-section-number">8.2</span> Inputting values</h2>
 <p>A quick solution is to replace missing values with either <code>0</code> or give them a roughtly central value (the mean).</p>
-<p>To do this we use the <code>fillna</code> method, which <em>fills</em> any missing values (<code>NA</code> -Not Available or <code>NaN</code> )</p>
+<p>To do this we use the <code>fillna</code> method, which <em>fills</em> any missing values (<code>NA</code> -Not Available or <code>NaN</code> ), in this case with a <code>0</code>.</p>
 <div id="cell-11" class="cell" data-execution_count="7">
 <div class="sourceCode cell-code" id="cb9"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>df[<span class="st">'imdb_rating_with_0'</span>] <span class="op">=</span> df[<span class="st">'imdb_rating'</span>].fillna(<span class="dv">0</span>)</span>
 <span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a>df.info()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>

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