Siddhant Gupta

Pushing the boundaries of AI and ML to create innovative solutions

About Me

I'm Siddhant, an AI Engineer and master's candidate in Computer Science at UMBC. My work spans refining large language models, building RAG pipelines, and applying training approaches such as QLoRA or reinforcement learning. Over the course of my research, I've explored how YARA sub-signatures improve malware detection at scale and integrated GPT-4 or Claude to design dynamic multi-turn chatbots.

I also enjoy sharing insights through blog posts and tech talks on LLM fine-tuning, prompt engineering, and retrieval strategies. When I'm not busy coding or analyzing data, you might find me on a soccer field, exploring the latest video games, or putting together a new pasta recipe in the kitchen 🍝. One of my favorite accomplishments was building a mortgage-underwriting MVP that cut manual workflows by 95% for a fintech client, and I also developed a cross-platform AI agent that handles data extraction, site navigation, and PDF output.

I value connections with people who want to discuss AI-driven solutions, whether they're domain experts or just curious about machine learning. If you'd like to chat about RAG, LLM optimization, or even swap soccer stories and cooking tips, let's connect! ⚽🎮

Professional Experience

Center for Applied AI
AI Engineer
Columbia, Maryland
Python
FastAPI
RAG
AI

Worked on creating software powered by AI

University of Maryland Baltimore County
Graduate Research Assistant
Baltimore, Maryland
Python
ML
Security

Increased accuracy by 95% in malware detection systems

Tech Stack

Bash
Scripting
Programming Languages
Proficient

Experience: 3 years

Shell scripting for automation

Node.js
Backend
Frameworks & Tools
Expert

Experience: 4 years

JavaScript runtime for server-side development

TensorFlow
AI/ML
Frameworks & Tools
Proficient

Experience: 3 years

End-to-end ML platform

Redux
State Management
Libraries & Databases
Proficient

Experience: 4 years

Predictable state container for JavaScript apps

Java
General-purpose
Programming Languages
Proficient

Experience: 4 years

Used for Android and enterprise applications

React.js
Frontend
Frameworks & Tools
Expert

Experience: 5 years

Library for building user interfaces

Postman
API
Developer Tools
Proficient

Experience: 4 years

API development and testing tool

Kotlin
Mobile
Programming Languages
Proficient

Experience: 3 years

Modern language for Android development

Git
Version Control
Developer Tools
Expert

Experience: 5 years

Distributed version control system

Spring Boot
Backend
Frameworks & Tools
Proficient

Experience: 3 years

Java-based framework for microservices

Education

University of Maryland Baltimore County
Master of Science in Computer Science

Aug 2022 - May 2024

Baltimore, Maryland, United States of America

Relevant Coursework:

  • Computer Architecture
  • Design and Analysis Of Algorithms
  • Machine Learning
  • Information Retrieval
  • Ethics in Software Engineering
  • Social and Crowd computing

Leadership:

  • ACM UMBC Chapter - Vice President
Sant Gadge Baba Amravati University
Bachelor of Engineering in Information Technology

Aug 2018 - May 2022

Shegaon, Maharashtra, India

Relevant Coursework:

  • Data Structures
  • Object Oriented Programming
  • Operating Systems
  • Computer Architecture
  • Database Management Systems
  • Theory of Computation

Leadership:

  • Chairperson of ACM Student Chapter
  • Technical Lead of Entrepreneurship Cell

Featured Projects

Junior Researcher
Advanced AI Research Assistant
Next.js
Perplexity Sonar
Google Gemini
OpenAI
FireCrawl
LLM
AI Agent
Healthcare AI Assistant
Medical Research Tool
Next.js
React
FastAPI
Claude API
SentenceTransformer
ChromaDB
Data Analysis Tool
Full-stack CSV Analysis Tool
Next.js
Shadcn UI
Tailwind
Express.js
Redux Toolkit
Anthropic API
CommandRex
NLP Terminal Interface
Natural Language Processing (NLP)
RAG
Python
OpenAI GPT API
Large Language Model (LLM)
Prompt Engineering
AI UI Generator
Intelligent Component Creation
Next.js
TypeScript
GPT-4
Langchain
Tailwind CSS
CodeEnhance
AI Code Review Assistant
Next.js
React
OpenAI API
TailwindCSS

Research & Publications

Living off the Analyst: Harvesting Features from Yara Rules for Malware Detection
2024
Predictive Web Portal for Indian Students to Apply for Higher Education at Foreign Universities
2022
Analysis of Problems Faced by the Indian Students to Apply for Higher Education at Foreign Universities
2022
Use of Asynchronous methods to enhance JavaScript Code
2021

Blog & Insights

Sharing knowledge on AI, machine learning, and software engineering through articles and tutorials.

My Playlist

Now Playing
Theme from New York, New York - Frank Sinatra
Song List

Get in Touch

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Siddhant Gupta
AI Software Engineer
siddhantg314@gmail.com
+1 (667)-369-5828
United States of America