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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">
<title>Jahnavi Singh | AI & Computer Vision</title>
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.hero {
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.hero p {
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.nav-links {
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.container {
padding: 0 1.2rem;
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.hero h1 {
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.section-title {
font-size: 1.5rem;
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}
</style>
</head>
<body>
<div class="container">
<nav>
<div class="logo">jahnavi singh</div>
<div class="nav-links">
<a href="#home">home</a>
<a href="#iit-work">iit work</a>
<a href="#other-work">other work</a>
<a href="#skills">skills</a>
<a href="#experience">experience</a>
<div class="theme-toggle" id="themeToggle">🌙</div>
</div>
</nav>
<section id="home">
<div class="hero">
<div class="hero-content">
<div class="hero-badge">> building AI that sees, learns, understands</div>
<h1>I'm Jahnavi Singh,<br><span>ML & Computer Vision</span></h1>
<p>M.Tech @ IIT Delhi. Building real-time vision systems, generative models, and semantic communication pipelines. I implement algorithms from scratch — from GMMs to neural networks.</p>
<div class="button-group">
<a href="#iit-work" class="btn btn-primary">see my work →</a>
<button id="resumeBtn" class="btn btn-outline">📄 resume</button>
</div>
</div>
<div class="hero-image">
<img src="profilepic.jpeg" alt="Jahnavi Singh" id="profilePic">
</div>
</div>
</section>
<!-- SECTION 1: IIT DELHI / RESEARCH & ML WORK -->
<section id="iit-work">
<h2 class="section-title">IIT Delhi · Research & ML</h2>
<div class="projects-grid">
<div class="project-card">
<!-- <div class="project-icon">🎥</div> -->
<h3>Cyber Vision — GMM Background Subtraction</h3>
<p>Real-time background subtraction using Gaussian Mixture Models (Stauffer & Grimson, 1999). Interactive web demo with live camera feed and tunable parameters (α, K, T, B). Four-panel visualization: original, FG mask, foreground overlay, reconstructed background.</p>
<div class="project-tags"><span class="tag">GMM</span><span class="tag">Computer Vision</span><span class="tag">JavaScript</span><span class="tag">Real-time</span></div>
<div class="project-links"><a href="https://jahnaviisingh.github.io/cyber-vision/" target="_blank">live demo →</a><a href="https://github.com/jahnaviisingh/cyber-vision" target="_blank">github →</a></div>
</div>
<div class="project-card">
<!-- <div class="project-icon">🧠</div> -->
<h3>Neural Network from Scratch</h3>
<p>Built neural networks using NumPy with backpropagation and mini-batch SGD. Architecture search comparing Sigmoid vs ReLU. Evaluated using Macro-F1 and benchmarked against scikit-learn MLP.</p>
<div class="project-tags"><span class="tag">NumPy</span><span class="tag">Backpropagation</span><span class="tag">ML Fundamentals</span></div>
<!-- <div class="project-links"><a href="https://github.com/jahnaviisingh" target="_blank">github →</a></div> -->
</div>
<div class="project-card">
<!-- <div class="project-icon">🖼️</div> -->
<h3>Semantic Communication for Image Generation (ongoing)</h3>
<p>Designing a pipeline using GNNs to construct scene graphs from structured inputs. Generating layouts and images with GANs and diffusion models. Exploring end-to-end semantic encoding.</p>
<div class="project-tags"><span class="tag">GNNs</span><span class="tag">GANs</span><span class="tag">Diffusion</span><span class="tag">Research</span></div>
</div>
<div class="project-card">
<!-- <div class="project-icon">✈️</div> -->
<h3>Object Detection & Transformer Modeling</h3>
<p>Fine-tuned YOLO for aerial object detection. Implemented FID metric for generative evaluation. Trained transformers with/without pretraining — analyzed performance gains.</p>
<div class="project-tags"><span class="tag">YOLO</span><span class="tag">Transformers</span><span class="tag">Transfer Learning</span></div>
<!-- <div class="project-links"><a href="https://github.com/jahnaviisingh" target="_blank">github →</a></div> -->
</div>
</div>
</section>
<!-- SECTION 2: PREVIOUS WORK / INDUSTRY & LEARNING -->
<section id="other-work">
<h2 class="section-title">Previous Work · Industry & Learning</h2>
<div class="projects-grid">
<div class="project-card">
<!-- <div class="project-icon">🛍️</div> -->
<h3>Trade Vogue — E‑commerce Platform</h3>
<p>Full‑stack e‑commerce application built during internship at Venture Pact. Features product catalog, shopping cart, user authentication, order management, and live deployment. Scalable backend with Node.js, MongoDB, Redis.</p>
<div class="project-tags"><span class="tag">Angular</span><span class="tag">Node.js</span><span class="tag">MongoDB</span><span class="tag">Firebase</span><span class="tag">Full Stack</span></div>
<div class="project-links"><a href="https://tradevogue.web.app" target="_blank">live demo →</a></div>
</div>
<div class="project-card">
<!-- <div class="project-icon">🏛️</div> -->
<h3>Architects on Mission — Design Agency Website</h3>
<p>Static multi‑page website for a fictional architecture firm. Built during early front‑end learning phase. Features responsive layout, service sections, gallery, testimonials, and contact form.</p>
<div class="project-tags"><span class="tag">HTML/CSS</span><span class="tag">Responsive Design</span><span class="tag">Frontend</span><span class="tag">UI/UX</span></div>
<div class="project-links"><a href="https://jahnaviisingh.github.io/ArchWebpage/" target="_blank">live demo →</a><a href="https://github.com/jahnaviisingh/ArchWebpage" target="_blank">github →</a></div>
</div>
</div>
</section>
<section id="skills">
<h2 class="section-title">skills & tools</h2>
<div class="skills-grid">
<span class="skill-item">Python</span><span class="skill-item">PyTorch</span><span class="skill-item">NumPy</span><span class="skill-item">Scikit-learn</span>
<span class="skill-item">OpenCV</span><span class="skill-item">JavaScript</span><span class="skill-item">GMM / CV</span><span class="skill-item">Transformers</span>
<span class="skill-item">GANs / Diffusion</span><span class="skill-item">Git</span><span class="skill-item">Docker</span><span class="skill-item">HTML/CSS</span>
<span class="skill-item">Angular</span><span class="skill-item">Node.js</span><span class="skill-item">MongoDB</span>
</div>
</section>
<section id="experience">
<h2 class="section-title">experience & education</h2>
<div class="exp-item">
<div class="exp-title">M.Tech Telecommunication Technology Management</div>
<div class="exp-meta">IIT Delhi | 2025 – present</div>
<div>Specializing in Machine Learning, Deep Learning, Computer Vision.</div>
</div>
<div class="exp-item">
<div class="exp-title">Associate Software Developer</div>
<div class="exp-meta">Venture Pact | 2023 – 2024</div>
<div>Full-stack development (Angular, Node.js). Built scalable SaaS platforms including Trade Vogue.</div>
</div>
<div class="exp-item">
<div class="exp-title">B.Tech Computer Science & Engineering</div>
<div class="exp-meta">Guru Nanak Dev Engineering College | 2019 – 2023 | CGPA: 8.81</div>
</div>
<div class="exp-item">
<div class="exp-title">Trainee in Python & Machine Learning</div>
<div class="exp-meta">Society for Promotion of IT in Chandigarh | 2022 – 2023</div>
</div>
</section>
<div class="contact-section">
<h2>let's build something interesting</h2>
<div class="contact-links">
<a href="mailto:jahnavisingh0611@gmail.com">📧 jahnavisingh0611@gmail.com</a>
<a href="https://github.com/jahnaviisingh" target="_blank">🐙 github</a>
<a href="https://linkedin.com/in/jahnavi-singh-807426208" target="_blank">🔗 linkedin</a>
</div>
</div>
<footer>
designed & built by Jahnavi Singh · inspired by code, vision, and curiosity
</footer>
</div>
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