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Samyak-Jayaram/README.md

Hi, I'm Samyak πŸ‘‹

AI Engineer | Software Developer

I build intelligent systems that bridge research and real-world applications.

Currently working on healthcare technology while exploring computer vision, large language models, agentic AI systems, and applied machine learning.


πŸš€ What I'm Working On

AI & Machine Learning

  • Fine-tuning Large Language Models
  • Quantization research (BitNet, QLoRA, LoRA)
  • Retrieval-Augmented Generation (RAG)
  • Agentic AI systems
  • Local-first AI applications

Computer Vision

  • Human action recognition using YOLO
  • Classroom behavior analysis
  • Video understanding pipelines
  • Ontology-driven scene interpretation

Research Interests

  • Explainable AI
  • Efficient language models

πŸ› οΈ Tech Stack

Languages

Python β€’ Java β€’ C# β€’ C++ β€’ SQL

Machine Learning

PyTorch β€’ Transformers β€’ PEFT β€’ Hugging Face β€’ YOLOv8 β€’ OpenCV

Backend

Spring Boot β€’ MongoDB β€’ REST APIs


🌱 Current Projects

Pali-LLM

Exploring what happens when language models are trained on Buddhist canonical texts and contemplative literature.

Classroom Action Recognition

A computer vision system for understanding student activities and classroom interactions using object-action relationships and contextual reasoning.


🎯 2026 Goals

  • Become a strong software engineer capable of building production-scale systems
  • Deepen expertise in LLMs and AI engineering
  • Contribute more to open source
  • Publish technical writing and research

πŸ“š Topics I Enjoy Exploring

  • Artificial Intelligence
  • Machine Learning
  • Computer Vision
  • Systems Programming
  • Software Architecture
  • Buddhism
  • Philosophy of Mind
  • Human Learning

πŸ“ˆ GitHub Stats

Building. Learning. Shipping. Repeating.

I believe the best way to understand a system is to build it.

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