As a PhD researcher specializing in translating cutting-edge AI research into production systems, I focus on implementing state-of-the-art papers from premier conferences. My expertise spans reinforcement learning, generative models, computer vision, and distributed systems, with a strong emphasis on building robust, scalable solutions from fundamental principles.
Research Philosophy
Deep Technical Expertise
AI & ML Mastery
- Reinforcement Learning (PO, DQN, Actor-Critic Methods, etc)
- Generative Models (VAE, Diffusion, GANs, etc)
- Transformers & GPT architectures
- Computer Vision (detection, segmentation, bounding box, Optical Flows)
- C, Rust, Python
Graphics & Simulation
- 3D PBR photorealistic renderer (OpenGL 2.x)
- Custom game engines in Python
- 3D art, materials & environment design
- Real-time rendering pipelines
- Shader programming & GPU optimization
Low-Level Systems
- OS & bootloader development (Assembly, C, Rust)
- Hardware interaction, RISC-V, BIOS/IO & driver design
- GPU programming & CUDA
- Memory management & optimization
- Systems architecture from ground up
Production Infrastructure
- Distributed training & inference pipelines
- GPU cluster management
- API design & deployment
- Network security & vulnerability testing
- Scalable ML infrastructure
Full-Stack Development
- Web apps & dashboards
- Backend services & APIs
- Database design & optimization
- DevOps & CI/CD pipelines
- Cloud deployment (AWS, GCP, Azure)
Research to Production
- Implementing papers from A* conferences
- JAX, TensorFlow, PyTorch mastery
- Model optimization & quantization
- Experiment tracking & reproducibility
- Production ML best practices
My Journey
PhD Researcher - IIT Guwahati
Pursuing doctoral research in Data Sciences & Artificial Intelligence at the Indian Institute of Technology, Guwahati. Research focuses on advancing AI methodologies while maintaining emphasis on practical, production-ready implementations and real-world applications.
B.Tech - BPUT Odisha
Bachelor of Technology in Computer Science & Engineering from Biju Patnaik University of Technology. Developed strong foundation in algorithms, data structures, and systems programming, complemented by extensive project work in operating systems development and 3D graphics rendering.
Independent Research & Development
Continuous engagement with cutting-edge research through paper implementations and production system development. Notable projects include Corpus2GPT (multi-framework GPT implementation) and Nirvana (physically-based 3D rendering engine), demonstrating capability to translate theoretical concepts into functional systems.
Professional Interests
I am particularly interested in collaborating with startups or developing B2B SaaS solutions that leverage state-of-the-art AI research to address specialized technical challenges. My focus is on creating intelligent automation systems that require expertise in advanced machine learning, distributed computing infrastructure, and sophisticated computer vision applications.
I specialize in projects that demand comprehensive understanding of both theoretical research and production deployment, from paper implementation to scalable system architecture.