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
Worked on creating software powered by AI
Increased accuracy by 95% in malware detection systems
Tech Stack
Experience: 3 years
Used for performance-critical applications
Experience: 2 years
State-of-the-art NLP models
Experience: 4 years
Promise-based HTTP client
Experience: 2 years
Large language model API
Experience: 4 years
Architectural style for designing networked applications
Experience: 4 years
React framework for production
Experience: 4 years
API development and testing tool
Experience: 3 years
Used for data interchange and configuration
Experience: 4 years
Typed superset of JavaScript
Experience: 4 years
Data manipulation and analysis library
Education
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
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
Research & Publications
Blog & Insights
Sharing knowledge on AI, machine learning, and software engineering through articles and tutorials.