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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="Academic portfolio of Monzurul Amin - PhD Student at Dalhousie University, specializing in stream processing, energy profiling, and machine learning">
<title>Monzurul Amin - Research Portfolio</title>
<link rel="stylesheet" href="assets/css/styles.css">
</head>
<body>
<div class="nav-container">
<nav>
<div class="nav-name">Monzurul Amin</div>
<button class="mobile-menu-btn">
<span></span>
<span></span>
<span></span>
</button>
<div class="nav-links">
<a href="index.html#about">About</a>
<a href="index.html#research">Research</a>
<a href="index.html#publications">Publications</a>
<a href="index.html#education">Education</a>
<a href="index.html#experience">Experience</a>
<a href="index.html#projects">Projects</a>
<a href="index.html#skills">Skills</a>
<a href="blog.html">Blog</a>
</div>
</nav>
</div>
<header>
<div class="container">
<div class="profile-section">
<img src="assets/images/monzurul_phd.jpg" alt="Monzurul Amin" class="profile-image">
<div class="profile-info">
<h1>Md. Monzurul Amin Ifath</h1>
<p class="profile-title">PhD Student at Dalhousie University</p>
<div class="contact-info">
<a href="#" class="email-protection" data-email="[email protected]">[email protected]</a>
<a href="https://scholar.google.com/citations?user=p2x1MUAAAAAJ&hl=en" target="_blank" rel="noopener noreferrer">Google Scholar</a>
<a href="https://linkedin.com/in/monzurulamin/" target="_blank" rel="noopener noreferrer">LinkedIn</a>
<a href="https://github.com/ifath" target="_blank" rel="noopener noreferrer">GitHub</a>
<!-- <a href="Monzurul_RA_resume.pdf" target="_blank" rel="noopener noreferrer">Resume</a> -->
</div>
</div>
</div>
</div>
</header>
<main class="container">
<section id="about">
<h2>About Me</h2>
<p>
I am a PhD student at Dalhousie University with expertise in stream processing, energy profiling, and machine learning. My research focuses on sustainable AI development and driving innovation in large language model integrated stream processing applications. I work under the supervision of Dr. Israat Haque and mentorship of Dr. Miguel Neves, with an expected graduation in December 2025.
</p>
</section>
<section id="research">
<h2>Research Interests</h2>
<ul class="research-interests">
<li>Stream Processing Systems</li>
<li>Energy-Efficient Computing</li>
<li>Large Language Models</li>
<li>Distributed Systems</li>
<li>Machine Learning Applications</li>
</ul>
</section>
<section id="publications">
<h2>Publications</h2>
<div class="publication-category">
<h3>Journal Papers</h3>
<ul class="publications">
<li>
<span class="publication-year">2025</span>
<strong>streamline: Accelerating Deployment and Assessment of Real-time Big Data Systems</strong><br>
Md. Monzurul Amin Ifath, Tommaso Melodia, Israat Haque<br>
<em>IEEE Transactions on Parallel and Distributed Systems (TPDS) (under review)</em>
</li>
<li>
<span class="publication-year">2025</span>
<strong>On the Deployment Feasibility of Message Oriented Middlewares in Mission-critical Applications</strong><br>
Md. Monzurul Amin Ifath, Miguel Neves, Brandon Bremner, Jeff White, Tomas Szeredi, Tommaso Melodia, Israat Haque<br>
<em>IEEE Wireless Communications Magazine (under review)</em>
</li>
</ul>
</div>
<div class="publication-category">
<h3>Conference Papers</h3>
<ul class="publications">
<li>
<span class="publication-year">2023</span>
<strong>Fast Prototyping of Distributed Stream Processing Applications with stream2gym</strong><br>
Md. Monzurul Amin Ifath, Miguel Neves, Israat Haque<br>
<em>IEEE International Conference on Distributed Computing Systems (ICDCS)</em>
</li>
</ul>
</div>
<div class="publication-category">
<h3>Extended Abstracts/Posters</h3>
<ul class="publications">
<li>
<span class="publication-year">2024</span>
<strong>GreenStream: Enabling Sustainable LLM Inference in Stream Processing</strong>
<span style="color: #e74c3c;">(Best Runner-up Poster Award)</span><br>
Md. Monzurul Amin Ifath, Israat Haque<br>
<em>International Conference on Collaborative Advances in Software and COmputiNg (CASCON)</em>
</li>
<li>
<span class="publication-year">2024</span>
<strong>Automated Configuration Parameter Tuning in Distributed Messaging Systems</strong><br>
Emmanuel Etti, Md. Monzurul Amin Ifath, Israat Haque<br>
<em>International Conference on Collaborative Advances in Software and COmputiNg (CASCON)</em>
</li>
<li>
<span class="publication-year">2021</span>
<strong>Raptor: rapid prototyping of distributed stream processing applications at scale</strong><br>
Md. Monzurul Amin Ifath, Miguel Neves, Israat Haque<br>
<em>International Conference on emerging Networking EXperiments and Technologies (CoNEXT)</em>
</li>
</ul>
</div>
</section>
<section id="education">
<h2>Education</h2>
<ul class="education-list">
<li class="education-item">
<span class="education-year">2021 - Present</span>
<div class="education-details">
<strong>PhD in Computer Science</strong>
<div>Dalhousie University, Nova Scotia, Canada</div>
<div class="advisor">Advisor: Dr. Israat Haque | Mentor: Dr. Miguel Neves</div>
<div>Expected Graduation: December, 2025</div>
</div>
</li>
<li class="education-item">
<span class="education-year">2011 - 2016</span>
<div class="education-details">
<strong>B.Sc. in Computer Science and Engineering</strong>
<div>Bangladesh University of Engineering and Technology (BUET)</div>
<div class="advisor">Advisor: Dr. Anindya Iqbal</div>
<!-- <div>CGPA: 3.54/4.00</div> -->
</div>
</li>
</ul>
</section>
<section id="experience">
<h2>Work Experience</h2>
<ul class="experience-list">
<li class="experience-item">
<div class="experience-title">Research Assistant</div>
<div class="experience-org">Dalhousie University, Nova Scotia, Canada</div>
<div class="experience-date">January 2021 - Present</div>
<ul class="experience-details">
<li>Conducting research on stream processing and sustainable AI development</li>
<li>Developing project methodologies and conducting experiments</li>
<li>Analyzing data using software tools</li>
</ul>
</li>
<li class="experience-item">
<div class="experience-title">Teaching Assistant</div>
<div class="experience-org">Dalhousie University, Nova Scotia, Canada</div>
<div class="experience-date">September 2021 - Present</div>
<ul class="experience-details">
<li>CSCI 2201: Introduction to Information Security (2021-2023)</li>
<li>CSCI 3171: Network Computing (Summer 2022)</li>
</ul>
</li>
<li class="experience-item">
<div class="experience-title">Lecturer</div>
<div class="experience-org">Dhaka University of Engineering and Technology (DUET)</div>
<div class="experience-date">December 2018 - Present (on study leave)</div>
<ul class="experience-details">
<li>Taught Database Management, Introduction to Programming, and HCI</li>
<li>Prepared course materials and conducted examinations</li>
</ul>
</li>
</ul>
</section>
<section id="projects">
<h2>Featured Projects</h2>
<ul class="projects-list">
<li>
<div class="project-title">Music Genre Classification using Neural Network and Data Augmentation</div>
<div class="project-date">September 2022 - December 2022</div>
<p>Developed neural network models for music genre classification using GTZAN dataset, implementing both feed-forward and LSTM architectures with data augmentation support.</p>
<div class="project-tech">Technologies: TensorFlow, Google Colab, LaTeX</div>
</li>
<li>
<div class="project-title">Epoch Based Unsupervised Anomaly Detection of IoT TCP Attacks</div>
<div class="project-date">January 2021 - April 2021</div>
<p>Implemented real-time DDoS attack prediction for IoT scenarios using deep auto-encoder based unsupervised approach, utilizing the Bogazci IoT attack dataset.</p>
<div class="project-tech">Technologies: TCPdump, PyTorch, LaTeX</div>
</li>
</ul>
</section>
<section id="skills">
<h2>Technical Skills</h2>
<div class="skills-grid">
<div class="skill-category">
<h3>Programming</h3>
<p>Python (Pandas, PyTorch, NumPy, Scikit-learn), C/C++, Java, PHP, C#, HTML/CSS, SQL, Assembly</p>
</div>
<div class="skill-category">
<h3>Platforms and Tools</h3>
<p>Apache Kafka, Apache Spark, Apache Flink, RabbitMQ, Mininet, NS3, Wireshark</p>
</div>
<div class="skill-category">
<h3>Development Tools</h3>
<p>Linux, Shell (Bash), LaTeX (Overleaf), Microsoft Office, Git</p>
</div>
</div>
</section>
<section id="awards">
<h2>Honors and Awards</h2>
<ul class="awards-list">
<li><span class="award-year">2024</span> Best Runner-up Poster Award at CASCON</li>
<li><span class="award-year">2024</span> Talent Bursary, Upper Bound ML Conference AMII, Canada</li>
<li><span class="award-year">2022</span> Faculty Funding, Dalhousie University Canada</li>
<li><span class="award-year">2021-2023</span> NSERC Alliance Research Grant, Dalhousie University Canada</li>
</ul>
</section>
</main>
<footer class="container">
<p>© <span id="current-year"></span> Md. Monzurul Amin Ifath. All rights reserved.</p>
</footer>
<script src="assets/js/main.js"></script>
</body>
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