Hi, I'm Preyum Kumar
Full Stack AI Engineer | MLOps | Open Source Enthusiast
Transforming complex data into interactive experiences. I am a Full Stack Developer with a specialized background in AI, capable of embedding real-time image processing and LLM-driven features directly into modern web architectures. I don't just build websites; I build systems that think.
About Me
Learn more about my background and experience
Currently working as Program Associate II at IITGN R&D, where I specialize in creating and maintaining robust data pipelines. I've developed chatbots capable of intelligent user interactions and work as a data engineer, designing and optimizing data structures to meet evolving pipeline requirements.
I completed my Master of Technology (MTech) in Computer Science and Engineering from Indian Institute of Technology Gandhinagar (IITGN), specializing in Computer Vision (CPI: 8.25). During my studies, I pursued additional courses and projects in Natural Language Processing (NLP), bridging my interests between vision and language models.
I earned my Bachelor of Technology (BTech) in Computer Science from North Eastern Regional Institute of Science and Technology (NERIST) with a CPI of 9.43. This foundation equipped me with strong fundamentals in computer science and problem-solving skills.
Quick Facts
- →Program Associate II at IITGN R&D
- →MTech (CSE) from IITGN - CPI 8.25
- →BTech (CS) from NERIST - CPI 9.43
- →Expertise: Computer Vision, NLP & Data Pipelines
- →Full Stack AI Engineer
- →Open Source Contributor
Featured Projects
Checkout some of my recent work
Portfolio Website
Modern, responsive portfolio built with Next.js (App Router) and TypeScript. Showcases projects, skills, blogs, and contact information. Includes a dark/light theme toggle (next-themes), responsive layouts with Tailwind CSS, project cards with cycling image galleries, and a dedicated projects page. Live demo and source code are linked.
Resume Screening Model
Resume Screener using TF‑IDF to filter candidate resumes. The app extracts their text, preprocesses, vectorizes and compares them to role-specific keyword profiles, The project includes model training and serialization. FastAPI and Kubernetes/Docker are provided for deployment as well.
Skills & Technologies
Technologies and tools I work with
Programming
- Python
- C++
- Go
- Java
ML & AI
- TensorFlow
- PyTorch
- Scikit-learn
- Hugging Face
- Transformers
- OpenCV
- Ollama
Tools
- Git
- Docker
- VS Code
- Vercel
- GitHub
- MLFlow
- Netlify
Frontend
- React
- Next.js
- TypeScript
- Tailwind CSS
- JavaScript
Backend
- Node.js
- Express
- PostgreSQL
- MongoDB
- Firebase
Others
- REST APIs
- GraphQL
- WebSockets
- Agile
- Problem Solving