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<!DOCTYPE html>
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<script>document.documentElement.classList.remove('no-js')</script>
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0"/>
<meta name="description" content="Projects and experience — Ishaan Goel">
<meta name="author" content="Ishaan Goel">
<title>Work — Ishaan Goel</title>
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<body>
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<!-- Margin annotations -->
<div class="lem-margin-note" style="top: 30vh;" aria-hidden="true">det(A) = ∑ sgn(σ) ∏ a<sub>i,σ(i)</sub></div>
<div class="lem-margin-note" style="top: 65vh;" aria-hidden="true">∇²u = f in Ω</div>
<div class="lem-margin-note" style="top: 120vh;" aria-hidden="true">rank(A) + null(A) = n</div>
<!-- Top Navigation Bar -->
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<a href="index.html" class="nav-brand">ishaan goel</a>
<ul class="nav-links">
<li><a href="index.html">home</a></li>
<li><a href="work.html" class="active-section">work</a></li>
<li><a href="academics.html">academics</a></li>
<li><a href="blog/blog.html">blog</a></li>
<li class="nav-divider"></li>
<li><a href="assets/Ishaan_Goel_Resume.pdf" target="_blank" class="external-link">resume</a></li>
<li><a href="https://pypi.org/project/mathcode/" target="_blank" class="external-link">mathcode</a></li>
<li><a href="https://iit-course-graphs.streamlit.app/" target="_blank" class="external-link">iit course planner</a></li>
<li><a href="links.html" class="external-link">external links</a></li>
</ul>
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</nav>
<!-- Full-page network canvas -->
<canvas class="work-canvas" id="workCanvas" aria-hidden="true"></canvas>
<!-- Page Header -->
<header class="page-header">
<h1>work</h1>
<div class="lem-def">thm 2.0 — projects ∪ experience</div>
</header>
<!-- PROJECTS SECTION -->
<section id="projects" class="projects">
<div class="lem-section-head">
<h2>projects</h2>
<div class="lem-def">thm 2.1 — let P = {p : p ∈ research ∪ engineering ∪ open source}</div>
</div>
<div class="lem-cards project-cards">
<a href="https://pypi.org/project/mathcode/" target="_blank" class="lem-card">
<div class="lem-card-idx">i.</div>
<h3>mathcode</h3>
<p>Actively developing a Python library implementing mathematical algorithms from coursework: graph algorithms, stochastic processes (Brownian motion, Markov chains, SDEs/SPDEs), optimization (gradient descent variants, simplex), abstract algebra, and reinforcement learning.</p>
<div class="lem-card-tags">
<span class="lem-tag">pypi</span>
<span class="lem-tag">python</span>
<span class="lem-tag">numpy</span>
<span class="lem-tag">networkx</span>
</div>
</a>
<a href="https://github.com/igoeldc/ir_engine" target="_blank" class="lem-card">
<div class="lem-card-idx">ii.</div>
<h3>information retrieval engine</h3>
<p>Full-stack IR engine with Scrapy crawler, TF-IDF inverted index with cosine similarity and semantic k-NN search (word2vec, FAISS), Flask query processor with Top-K ranking, NLTK spell correction, and WordNet expansion.</p>
<div class="lem-card-tags">
<span class="lem-tag">information retrieval</span>
<span class="lem-tag">machine learning</span>
<span class="lem-tag">flask</span>
<span class="lem-tag">scikit-learn</span>
<span class="lem-tag">faiss</span>
</div>
</a>
<a href="https://github.com/LALITH0110/vArI-oceans-four" target="_blank" class="lem-card">
<div class="lem-card-idx">iii.</div>
<h3>distributed rl for ocean plastic drift</h3>
<p>A distributed Monte Carlo RL framework that simulates ocean plastic drift and aggregates results from volunteer clients for large-scale model optimization, earning 3rd place in the Grainger Computing Innovation Prize.</p>
<div class="lem-card-tags">
<span class="lem-tag">pytorch</span>
<span class="lem-tag">jax</span>
<span class="lem-tag">monte carlo</span>
<span class="lem-tag">reinforcement learning</span>
</div>
</a>
<a href="https://github.com/igoeldc/agentic_ai_framework" target="_blank" class="lem-card">
<div class="lem-card-idx">iv.</div>
<h3>agentic ai framework</h3>
<p>A powerful orchestration agent designed to manage and coordinate multiple AI agents. Provides users with a unified chat experience, allowing seamless interaction with various specialized AI agents through a single window.</p>
<div class="lem-card-tags">
<span class="lem-tag">langchain</span>
<span class="lem-tag">openai api</span>
<span class="lem-tag">python</span>
</div>
</a>
<a href="https://github.com/igoeldc/AI-Language-Understanding-Projects" target="_blank" class="lem-card">
<div class="lem-card-idx">v.</div>
<h3>ai language understanding</h3>
<p>Collection of projects exploring natural language processing techniques, including semantic parsing, sentiment analysis, and neural language models. Coursework from AI Language Understanding class.</p>
<div class="lem-card-tags">
<span class="lem-tag">nlp</span>
<span class="lem-tag">pandas</span>
<span class="lem-tag">nltk</span>
<span class="lem-tag">python</span>
</div>
</a>
<a href="https://github.com/jacobhthomas/CollabGraph" target="_blank" class="lem-card">
<div class="lem-card-idx">vi.</div>
<h3>erdős co-authorship network</h3>
<p>Designed and implemented a co-author network to analyze the influence of research papers on contemporary and future research, leveraging weighted and unweighted adjacency matrices with Erdős1 data.</p>
<div class="lem-card-tags">
<span class="lem-tag">graph theory</span>
<span class="lem-tag">networkx</span>
<span class="lem-tag">data science</span>
</div>
</a>
</div>
</section>
<!-- EXPERIENCE SECTION -->
<section id="experience" class="experience">
<div class="lem-section-head">
<h2>experience</h2>
<div class="lem-def">cor. 2.1 — the trajectory of <em>ishaan</em> through time</div>
</div>
<div class="timeline-container">
<div class="timeline-items">
<div class="timeline-line"></div>
<div class="timeline-item">
<div class="timeline-date">Jan 2024 – May 2025</div>
<div class="timeline-dot"></div>
<div class="timeline-content">
<h3>peer tutor — upper level math</h3>
<p><span class="company">Illinois Institute of Technology</span></p>
<p>Tutoring students in advanced mathematics courses</p>
</div>
</div>
<div class="timeline-item">
<div class="timeline-date">Jul 2024 – Jul 2024</div>
<div class="timeline-dot"></div>
<div class="timeline-content">
<h3>ai engineering intern</h3>
<p><span class="company">PeopleStrong Technologies</span></p>
<p>Built LLM chatbot with agentic architecture for HR automation</p>
</div>
</div>
<div class="timeline-item">
<div class="timeline-date">Jun 2025 – Jul 2025</div>
<div class="timeline-dot"></div>
<div class="timeline-content">
<h3>ai engineering intern</h3>
<p><span class="company">PeopleStrong Technologies</span></p>
<p>RAG-based system for automated ticket resolution</p>
</div>
</div>
<div class="timeline-item">
<div class="timeline-date">Aug 2024 – Present</div>
<div class="timeline-dot"></div>
<div class="timeline-content">
<h3>research assistant</h3>
<p><span class="company">IIT — Dr. Igor Cialenco</span></p>
<p>NSF-funded research on groundwater rights modeling and pricing</p>
</div>
</div>
<div class="timeline-item">
<div class="timeline-date">May 2025 – Present</div>
<div class="timeline-dot"></div>
<div class="timeline-content">
<h3>research assistant</h3>
<p><span class="company">IIT — Dr. Michael Pelsmajer</span></p>
<p>Markov Chain sampler development for hypergraphs</p>
</div>
</div>
<div class="timeline-item">
<div class="timeline-date">Aug 2025 – Present</div>
<div class="timeline-dot"></div>
<div class="timeline-content">
<h3>teaching assistant</h3>
<p><span class="company">Illinois Institute of Technology</span></p>
<p>Teaching assistant for 'Geometry for Architects' and 'Introduction to Calculus'</p>
</div>
</div>
<div class="timeline-item">
<div class="timeline-date">Feb 2026 – Present</div>
<div class="timeline-dot"></div>
<div class="timeline-content">
<h3>research assistant</h3>
<p><span class="company">IIT — Alaittin Kırtışoğlu & Dr. Hemanshu Kaul</span></p>
<!-- <p><em>Insert text here</em></p> -->
</div>
</div>
</div>
</div>
</section>
<!-- APPEARANCES -->
<section id="appearances" class="appearances">
<div class="lem-section-head">
<h2>appearances</h2>
<div class="lem-def">cor. 3.1 — external references ∋ ishaan</div>
</div>
<div class="lem-cards appearances-cards">
<a href="https://cialenco.github.io/AquaStoch/people/" target="_blank" class="lem-card">
<div class="lem-card-idx">i.</div>
<h3>aquastoch — people</h3>
<p>Listed as a researcher on the AquaStoch project site, Dr. Igor Cialenco's group working on stochastic models for water rights and aquifer systems.</p>
<div class="lem-card-tags">
<span class="lem-tag">research</span>
<span class="lem-tag">stochastic modeling</span>
</div>
</a>
<a href="https://static1.squarespace.com/static/5a6e44117131a536de9f18ef/t/69d9704af71cc61b0545311c/1775857738902/CAURS+2026+Booklet.docx+%285%29.pdf" target="_blank" class="lem-card">
<div class="lem-card-idx">ii.</div>
<h3>caurs 2026 — booklet</h3>
<p>Featured in the Chicago Area Undergraduate Research Symposium 2026 proceedings booklet.</p>
<div class="lem-card-tags">
<span class="lem-tag">research</span>
<!-- <span class="lem-tag">conference</span>
<span class="lem-tag">statistics</span> -->
</div>
</a>
</div>
</section>
<!-- QED -->
<div class="lem-qed" aria-hidden="true"><span>▰ Q.E.D.</span></div>
<!-- CONTACT -->
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<h2>get in touch</h2>
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<a href="mailto:igoeldxb@gmail.com" class="icon-link">email</a>
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