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1184 lines (1057 loc) · 45.2 KB
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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>Aakash Suresh | ML Researcher & Engineer</title>
<link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" rel="stylesheet">
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap" rel="stylesheet">
<style>
:root {
--primary-color: #2563eb;
--primary-dark: #1d4ed8;
--secondary-color: #64748b;
--accent-color: #06b6d4;
--text-primary: #0f172a;
--text-secondary: #475569;
--text-muted: #94a3b8;
--bg-primary: #ffffff;
--bg-secondary: #f8fafc;
--bg-tertiary: #f1f5f9;
--border-color: #e2e8f0;
--shadow-sm: 0 1px 2px 0 rgb(0 0 0 / 0.05);
--shadow-md: 0 4px 6px -1px rgb(0 0 0 / 0.1), 0 2px 4px -2px rgb(0 0 0 / 0.1);
--shadow-lg: 0 10px 15px -3px rgb(0 0 0 / 0.1), 0 4px 6px -4px rgb(0 0 0 / 0.1);
--shadow-xl: 0 20px 25px -5px rgb(0 0 0 / 0.1), 0 8px 10px -6px rgb(0 0 0 / 0.1);
--gradient-primary: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
--gradient-secondary: linear-gradient(135deg, #f093fb 0%, #f5576c 100%);
--gradient-accent: linear-gradient(135deg, #4facfe 0%, #00f2fe 100%);
}
* {
margin: 0;
padding: 0;
box-sizing: border-box;
}
body {
font-family: 'Inter', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
line-height: 1.6;
color: var(--text-primary);
background-color: var(--bg-primary);
overflow-x: hidden;
}
.container {
max-width: 1200px;
margin: 0 auto;
padding: 0 20px;
}
/* Header & Navigation */
.header {
position: fixed;
top: 0;
left: 0;
right: 0;
background: rgba(255, 255, 255, 0.95);
backdrop-filter: blur(10px);
border-bottom: 1px solid var(--border-color);
z-index: 1000;
transition: all 0.3s ease;
}
.nav {
display: flex;
justify-content: space-between;
align-items: center;
padding: 1rem 0;
}
.logo {
font-size: 1.5rem;
font-weight: 700;
color: var(--primary-color);
text-decoration: none;
}
.nav-links {
display: flex;
list-style: none;
gap: 2rem;
}
.nav-links a {
color: var(--text-secondary);
text-decoration: none;
font-weight: 500;
transition: color 0.3s ease;
position: relative;
}
.nav-links a:hover {
color: var(--primary-color);
}
.nav-links a.active::after {
content: '';
position: absolute;
bottom: -5px;
left: 0;
right: 0;
height: 2px;
background: var(--primary-color);
border-radius: 1px;
}
.mobile-menu-btn {
display: none;
background: none;
border: none;
font-size: 1.5rem;
color: var(--text-primary);
cursor: pointer;
}
/* Hero Section */
.hero {
padding: 120px 0 80px;
text-align: center;
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
color: white;
position: relative;
overflow: hidden;
}
.hero::before {
content: '';
position: absolute;
top: 0;
left: 0;
right: 0;
bottom: 0;
background: url('data:image/svg+xml,<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 100 100"><defs><pattern id="grain" width="100" height="100" patternUnits="userSpaceOnUse"><circle cx="50" cy="50" r="1" fill="white" opacity="0.1"/></pattern></defs><rect width="100" height="100" fill="url(%23grain)"/></svg>');
opacity: 0.1;
}
.hero-content {
position: relative;
z-index: 2;
}
.profile-image {
width: 200px;
height: 200px;
border-radius: 50%;
margin: 0 auto 2rem;
display: block;
object-fit: cover;
border: 4px solid rgba(255, 255, 255, 0.2);
box-shadow: var(--shadow-xl);
}
.hero h1 {
font-size: 3.5rem;
font-weight: 700;
margin-bottom: 1rem;
background: linear-gradient(45deg, #ffffff, #e0e7ff);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
background-clip: text;
}
.hero h2 {
font-size: 1.5rem;
font-weight: 400;
margin-bottom: 2rem;
opacity: 0.9;
}
.social-links {
display: flex;
justify-content: center;
gap: 1.5rem;
margin-top: 2rem;
}
.social-links a {
display: flex;
align-items: center;
justify-content: center;
width: 50px;
height: 50px;
background: rgba(255, 255, 255, 0.1);
border-radius: 50%;
color: white;
text-decoration: none;
transition: all 0.3s ease;
backdrop-filter: blur(10px);
}
.social-links a:hover {
background: rgba(255, 255, 255, 0.2);
transform: translateY(-2px);
}
/* Main Content */
.main-content {
padding: 4rem 0;
}
.section {
margin-bottom: 6rem;
}
.section-header {
text-align: center;
margin-bottom: 3rem;
}
.section-title {
font-size: 2.5rem;
font-weight: 700;
color: var(--text-primary);
margin-bottom: 1rem;
position: relative;
}
.section-title::after {
content: '';
position: absolute;
bottom: -10px;
left: 50%;
transform: translateX(-50%);
width: 60px;
height: 4px;
background: var(--gradient-primary);
border-radius: 2px;
}
.section-subtitle {
font-size: 1.1rem;
color: var(--text-secondary);
max-width: 600px;
margin: 0 auto;
}
/* Experience Grid */
.experience-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(350px, 1fr));
gap: 2rem;
margin-top: 3rem;
}
.experience-card {
background: var(--bg-primary);
border: 1px solid var(--border-color);
border-radius: 16px;
padding: 2rem;
transition: all 0.3s ease;
position: relative;
overflow: hidden;
}
.experience-card::before {
content: '';
position: absolute;
top: 0;
left: 0;
right: 0;
height: 4px;
background: var(--gradient-primary);
}
.experience-card:hover {
transform: translateY(-8px);
box-shadow: var(--shadow-xl);
border-color: var(--primary-color);
}
.experience-card h3 {
font-size: 1.3rem;
font-weight: 600;
color: var(--text-primary);
margin-bottom: 0.5rem;
}
.experience-card .role {
color: var(--primary-color);
font-weight: 500;
margin-bottom: 0.5rem;
font-size: 1rem;
}
.experience-card .duration {
color: var(--text-muted);
font-size: 0.9rem;
margin-bottom: 1rem;
display: flex;
align-items: center;
gap: 0.5rem;
}
.experience-card .duration i {
font-size: 0.8rem;
}
.experience-card p {
color: var(--text-secondary);
line-height: 1.6;
}
/* Projects Grid */
.projects-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));
gap: 2rem;
margin-top: 3rem;
}
.project-card {
background: var(--bg-primary);
border: 1px solid var(--border-color);
border-radius: 16px;
padding: 2rem;
transition: all 0.3s ease;
position: relative;
overflow: hidden;
}
.project-card::before {
content: '';
position: absolute;
top: 0;
left: 0;
right: 0;
height: 4px;
background: var(--gradient-accent);
}
.project-card:hover {
transform: translateY(-8px);
box-shadow: var(--shadow-xl);
border-color: var(--accent-color);
}
.project-card h3 {
font-size: 1.2rem;
font-weight: 600;
color: var(--text-primary);
margin-bottom: 1rem;
}
.project-card p {
color: var(--text-secondary);
margin-bottom: 1.5rem;
line-height: 1.6;
}
.project-card a {
color: var(--accent-color);
text-decoration: none;
font-weight: 500;
display: inline-flex;
align-items: center;
gap: 0.5rem;
transition: all 0.3s ease;
}
.project-card a:hover {
gap: 0.8rem;
}
/* Skills Grid */
.skills-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
gap: 2rem;
margin-top: 3rem;
}
.skill-category {
background: var(--bg-primary);
border: 1px solid var(--border-color);
border-radius: 16px;
padding: 2rem;
transition: all 0.3s ease;
}
.skill-category:hover {
transform: translateY(-4px);
box-shadow: var(--shadow-lg);
}
.skill-category h3 {
font-size: 1.2rem;
font-weight: 600;
color: var(--text-primary);
margin-bottom: 1.5rem;
display: flex;
align-items: center;
gap: 0.75rem;
}
.skill-category i {
color: var(--primary-color);
font-size: 1.3rem;
}
.skill-list {
display: flex;
flex-wrap: wrap;
gap: 0.75rem;
}
.skill-tag {
background: var(--bg-tertiary);
color: var(--text-primary);
padding: 0.5rem 1rem;
border-radius: 20px;
font-size: 0.9rem;
font-weight: 500;
border: 1px solid var(--border-color);
transition: all 0.3s ease;
}
.skill-tag:hover {
background: var(--primary-color);
color: white;
transform: translateY(-2px);
}
/* Awards & Publications */
.award-card, .publication-card {
background: var(--bg-primary);
border: 1px solid var(--border-color);
border-radius: 16px;
padding: 2rem;
margin-bottom: 1.5rem;
transition: all 0.3s ease;
position: relative;
}
.award-card::before {
content: '';
position: absolute;
top: 0;
left: 0;
right: 0;
height: 4px;
background: var(--gradient-secondary);
}
.publication-card::before {
content: '';
position: absolute;
top: 0;
left: 0;
right: 0;
height: 4px;
background: var(--gradient-accent);
}
.award-card:hover, .publication-card:hover {
transform: translateY(-4px);
box-shadow: var(--shadow-lg);
}
.award-card h3, .publication-card h3 {
font-size: 1.2rem;
font-weight: 600;
color: var(--text-primary);
margin-bottom: 0.5rem;
}
.organization, .journal {
color: var(--primary-color);
font-weight: 500;
margin-bottom: 0.5rem;
}
.authors {
color: var(--text-muted);
font-style: italic;
margin-bottom: 1rem;
}
.award-card p, .publication-card p {
color: var(--text-secondary);
line-height: 1.6;
}
.publication-card a {
color: var(--accent-color);
text-decoration: none;
font-weight: 500;
display: inline-flex;
align-items: center;
gap: 0.5rem;
margin-top: 1rem;
}
/* Nonprofit Section */
.nonprofit-card {
background: var(--bg-primary);
border: 1px solid var(--border-color);
border-radius: 16px;
padding: 2rem;
margin-bottom: 2rem;
transition: all 0.3s ease;
position: relative;
}
.nonprofit-card::before {
content: '';
position: absolute;
top: 0;
left: 0;
right: 0;
height: 4px;
background: var(--gradient-secondary);
}
.nonprofit-card:hover {
transform: translateY(-4px);
box-shadow: var(--shadow-lg);
}
.nonprofit-card h3 {
font-size: 1.3rem;
font-weight: 600;
color: var(--text-primary);
margin-bottom: 0.5rem;
}
.nonprofit-card .role {
color: var(--primary-color);
font-weight: 500;
margin-bottom: 1rem;
}
.nonprofit-card .impact {
color: var(--accent-color);
font-weight: 500;
margin: 1rem 0;
padding: 0.75rem 1rem;
background: var(--bg-tertiary);
border-radius: 8px;
border-left: 4px solid var(--accent-color);
}
/* About Section */
.about-content {
max-width: 800px;
margin: 0 auto;
font-size: 1.1rem;
line-height: 1.8;
color: var(--text-secondary);
}
.about-content p {
margin-bottom: 1.5rem;
}
/* Responsive Design */
@media (max-width: 768px) {
.nav-links {
display: none;
}
.mobile-menu-btn {
display: block;
}
.hero h1 {
font-size: 2.5rem;
}
.hero h2 {
font-size: 1.2rem;
}
.section-title {
font-size: 2rem;
}
.experience-grid,
.projects-grid,
.skills-grid {
grid-template-columns: 1fr;
}
.social-links {
gap: 1rem;
}
.social-links a {
width: 45px;
height: 45px;
}
}
@media (max-width: 480px) {
.container {
padding: 0 15px;
}
.hero {
padding: 100px 0 60px;
}
.hero h1 {
font-size: 2rem;
}
.experience-card,
.project-card,
.skill-category,
.award-card,
.publication-card,
.nonprofit-card {
padding: 1.5rem;
}
}
/* Smooth scrolling */
html {
scroll-behavior: smooth;
}
/* Loading animation */
.fade-in {
opacity: 0;
transform: translateY(30px);
animation: fadeInUp 0.6s ease forwards;
}
@keyframes fadeInUp {
to {
opacity: 1;
transform: translateY(0);
}
}
/* Scroll indicator */
.scroll-indicator {
position: fixed;
top: 0;
left: 0;
width: 100%;
height: 4px;
background: var(--bg-tertiary);
z-index: 1001;
}
.scroll-progress {
height: 100%;
background: var(--gradient-primary);
width: 0%;
transition: width 0.1s ease;
}
</style>
</head>
<body>
<!-- Scroll Progress Indicator -->
<div class="scroll-indicator">
<div class="scroll-progress" id="scrollProgress"></div>
</div>
<!-- Header -->
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<a href="#" class="logo">Aakash Suresh</a>
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<h1>Hey! I'm Aakash Suresh</h1>
<h2>UC Berkeley Student | Machine Learning Researcher</h2>
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<h2 class="section-title">About Me</h2>
<p class="section-subtitle">Passionate about leveraging technology to solve complex healthcare challenges</p>
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<p>
I'm a student at UC Berkeley pursuing a unique combination of Computer Science, Electrical Engineering, and Bioengineering.
Growing up in Pembroke Pines, Florida, I developed passions for technology, basketball, sports, movies, and the NYT Crossword. The discipline and
teamwork I learned on the court have shaped my approach to solving complex problems in healthcare and technology.
</p>
<p>
Currently, I'm working on groundbreaking projects at Memorial Sloan Kettering Cancer Center, where I'm developing
predictive and probabilistic models towards metastatic chronology, hoping to provide treatment to tumors ahead of its spread.
My goal is to leverage machine learning and data engineering to make healthcare more accessible and effective for everyone.
When I'm not coding or researching, you'll find me on the basketball court or collaborating with fellow students on
innovative healthcare solutions.
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<!-- Experience Section -->
<section id="experience" class="section">
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<h2 class="section-title">Professional Experience</h2>
<p class="section-subtitle">Building the future of healthcare through AI and data science</p>
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<h3>Chicago Trading Company</h3>
<div class="role">Incoming Quantitative Developer Intern</div>
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June 2026
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<p>Upcoming internship in quantitative development and algorithmic trading strategies.</p>
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<h3>Nvidia</h3>
<div class="role">Backend Engineering Intern</div>
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<i class="fas fa-calendar"></i>
August 2025 - October 2025
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<p>Designed real-time market intelligence dashboard, built backend API with VC scoring and data pipelines, created structured taxonomy of 30+ strategic investors.</p>
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<h3>Memorial Sloan Kettering Cancer Center</h3>
<div class="role">Machine Learning Research Intern - Carrot-Zhang Lab</div>
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June 2025 - August 2025
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<p>Developed DAG-based models to predict metastatic chronology and built ancestry-aware cancer risk classifiers.</p>
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<h3>T-Mobile</h3>
<div class="role">Data Engineering Intern</div>
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<i class="fas fa-calendar"></i>
March 2025 - June 2025
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<p>Developed intelligent data discovery pipeline and deployed REST API on Databricks' Unity Catalog.</p>
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<h3>Quest Diagnostics</h3>
<div class="role">Machine Learning Engineer</div>
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September 2024 - January 2025
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<p>Built experiment logging infrastructure and created time-series classification model for lab test volume forecasting.</p>
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<h3>Sky Computing Lab</h3>
<div class="role">Research Engineer</div>
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<i class="fas fa-calendar"></i>
September 2025 - Present
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<p>Led optimization of LEANN, reduced storage by 97%. Enhanced system scalability, lowered build-phase memory by 40%, boosted query throughput by 25%. Integrated IDE-embedded semantic search via Claude Code MCP.</p>
</div>
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<h3>Berkeley Artificial Intelligence Research (BAIR)</h3>
<div class="role">AI Research Engineer</div>
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<i class="fas fa-calendar"></i>
September 2025 - Present
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<p>Led benchmarking of non-coding variant effect models, improved prediction consistency by 35%. Developed in-silico mutagenesis and motif-ablation tools. Co-designed Scooby-based single-cell modeling pipeline.</p>
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<h3>UCSF Tech Lab</h3>
<div class="role">Machine Learning Researcher</div>
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<i class="fas fa-calendar"></i>
February 2025 - Present
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<p>Led development of multi-output Random Forest for non-invasive glucose/HbA1c prediction, achieved MAE = 9.8 mg/dL (9% error). Implemented SHAP-based fairness audits, reduced group-wise error disparity by 18%.</p>
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<h3>National Institutes of Health (NIH)</h3>
<div class="role">NIH All of Us Research Scholar</div>
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September 2023 - August 2024
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<p>Led equity-focused AI research, improved cross-demographic model fairness by 22%. Developed fairness-constrained deep models, reduced racial bias by 30%. Authored manuscript "Improving Equity in AI Through Responsible Data Sharing."</p>
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<h3>Scripps Research - Andersen Lab</h3>
<div class="role">Computational Genomics Intern</div>
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June 2023 - August 2023
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<p>Led optimization of outbreak.info Python API, increased response density from 11% to 98%. Enhanced SARS-CoV-2 lineage tracking capabilities.</p>
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<h3>National Science Foundation (NSF)</h3>
<div class="role">Artificial Intelligence Engineer Intern</div>
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June 2022 - August 2024
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<p>Led development of 1D-CNN for breast-cancer subtype prediction, achieved 95% accuracy. Published results on CNN-based diagnostic acceleration, demonstrated 6x faster inference.</p>
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</section>
<!-- Projects Section -->
<section id="projects" class="section">
<div class="section-header">
<h2 class="section-title">Featured Projects</h2>
<p class="section-subtitle">Innovative solutions combining AI, healthcare, and social impact</p>
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<div class="projects-grid">
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<h3>Hunger Hotspot Predictor</h3>
<p>Architected full-stack ML pipeline and deployed React dashboard. Technologies: Python, PyTorch, TensorFlow, FastAPI, PostgreSQL.</p>
<a href="https://github.com/ASuresh0524/HungerHotspotPredictor" target="_blank">
View on GitHub <i class="fas fa-external-link-alt"></i>
</a>
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<h3>Predicting Trends in Research Papers</h3>
<p>Built NLP preprocessing and classification pipeline, containerized entire pipeline with Docker. Technologies: Python, Docker, Git, Scikit-learn, AWS.</p>
<a href="https://github.com/ASuresh0524/IdentifyingResearchTrends" target="_blank">
View on GitHub <i class="fas fa-external-link-alt"></i>
</a>
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<div class="project-card">
<h3>Cancer Subtype Classification</h3>
<p>1D-CNN for breast-cancer subtype prediction with 95% accuracy. Published results on CNN-based diagnostic acceleration, demonstrated 6x faster inference.</p>
<a href="https://github.com/ASuresh0524/XAISubtypes" target="_blank">
View on GitHub <i class="fas fa-external-link-alt"></i>
</a>
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<h3>NIH All of Us Research Program</h3>
<p>Led equity-focused AI research, improved cross-demographic model fairness by 22%. Authored manuscript "Improving Equity in AI Through Responsible Data Sharing."</p>
<a href="https://github.com/ASuresh0524/NIHAoUAIEquityPaper" target="_blank">
View on GitHub <i class="fas fa-external-link-alt"></i>
</a>
</div>
<div class="project-card">
<h3>LEANN Optimization</h3>
<p>Led optimization of LEANN system, reduced storage by 97%, lowered build-phase memory by 40%, boosted query throughput by 25%. Integrated IDE-embedded semantic search.</p>
<a href="#" target="_blank">
View Details <i class="fas fa-external-link-alt"></i>
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<h3>Non-coding Variant Effect Models</h3>
<p>Led benchmarking of non-coding variant effect models, improved prediction consistency by 35%. Developed in-silico mutagenesis and motif-ablation tools.</p>
<a href="#" target="_blank">
View Details <i class="fas fa-external-link-alt"></i>
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<h3>Multi-output Random Forest for Glucose Prediction</h3>
<p>Led development of multi-output Random Forest for non-invasive glucose/HbA1c prediction, achieved MAE = 9.8 mg/dL (9% error). Implemented SHAP-based fairness audits.</p>
<a href="#" target="_blank">
View Details <i class="fas fa-external-link-alt"></i>
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</div>
</section>
<!-- Publications Section -->
<section id="publications" class="section">
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<h2 class="section-title">Publications</h2>
<p class="section-subtitle">Contributing to scientific knowledge through research</p>
</div>
<div class="publication-card">
<h3>NSF Research: Machine Learning Approaches to Cancer Classification</h3>
<div class="journal">Journal of Emerging Investigators (2023)</div>
<div class="authors">Suresh, A., et al.</div>
<p>Novel machine learning approaches for cancer classification and prediction using genomic data.</p>
<a href="https://emerginginvestigators.org/articles/23-145" target="_blank">
Read Paper <i class="fas fa-external-link-alt"></i>
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<h3>Short Bowel Syndrome: A Case Study of Multiple Micronutrient Deficiencies</h3>
<div class="journal">Annals of Case Reports (2024)</div>
<div class="authors">Suresh, A., et al.</div>
<p>Comprehensive analysis of micronutrient deficiencies in short bowel syndrome patients.</p>
<a href="https://www.anncaserep.com/open-access/short-bowel-syndrome-a-case-study-of-multiple-micronutrient-deficiencies-9636.pdf" target="_blank">
Read Paper <i class="fas fa-external-link-alt"></i>
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</section>
<!-- Awards Section -->
<section id="awards" class="section">
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<h2 class="section-title">Awards & Recognition</h2>
<p class="section-subtitle">Recognized for excellence in academics, leadership, and service</p>
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<div class="award-card">
<h3>2024 Coca-Cola Scholar</h3>
<div class="organization">The Coca-Cola Scholars Foundation</div>
<p>Selected as one of 150 high school seniors nationwide from a pool of over 100,000 applicants for academic excellence, leadership, and service.</p>
</div>
<div class="award-card">
<h3>2025 Stephen J. Brady Stop Hunger Scholar</h3>
<div class="organization">Sodexo Stop Hunger Foundation</div>
<p>Recognized for developing AI-based predictive modeling tools to optimize food distribution and serving over 100,000 people through Joshua's Heart Foundation.</p>
</div>
<div class="award-card">
<h3>2024 10 Under 20 Food Hero</h3>
<div class="organization">Hormel Foods</div>
<p>Selected for innovative contributions to food security and sustainable food systems.</p>
</div>
<div class="award-card">
<h3>Silver Knight Award in Mathematics</h3>
<div class="organization">Miami Herald</div>
<p>Honored for exceptional academic achievement and community service in computer science and innovation.</p>
</div>
<div class="award-card">
<h3>Points of Light Award</h3>
<div class="organization">Points of Light Foundation</div>
<p>Recognized for outstanding community service and leadership in fighting food insecurity across Florida, India, and globally.</p>
</div>
</section>
<!-- Nonprofit Section -->
<section id="nonprofit" class="section">
<div class="section-header">
<h2 class="section-title">Nonprofit Leadership</h2>
<p class="section-subtitle">Making a difference through technology and service</p>
</div>
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<h3>Joshua's Heart Foundation</h3>
<div class="role">Vice Chair & Head of Operations</div>
<p>Led operations and developed AI-based predictive modeling tools to optimize food distribution, directly impacting over 100,000 people in need. Recognized as a 2025 Sodexo Stop Hunger Scholar for innovative approaches to fighting food insecurity.</p>
<div class="impact">Impact: 100,000+ people served | AI-driven distribution optimization</div>
</div>
<div class="nonprofit-card">
<h3>Bread for the World</h3>
<div class="role">Data Analytics Lead</div>
<p>Implemented data-driven solutions to drive hunger relief and policy change, focusing on sustainable food security solutions and advocacy for systemic change.</p>
<div class="impact">Contributed to policy advocacy and systemic change initiatives</div>
</div>
</section>
<!-- Skills Section -->
<section id="skills" class="section">
<div class="section-header">
<h2 class="section-title">Skills & Expertise</h2>
<p class="section-subtitle">Technical skills across multiple domains</p>
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<h3><i class="fas fa-code"></i>Programming Languages</h3>