About Me

I'm an AI/ML Automation Engineer with hands-on experience developing AI applications, machine learning solutions, and automation workflows. Skilled in Python, FastAPI, modern AI frameworks, and building end-to-end applications that solve real-world problems.

Education

B.Sc. (Hons) Computer System Engineering

ISMT College Chitwan

Mar 2022 - Jan 2025

+2 Science

Valmiki Shiksha Sadan

Jul 2019 - Dec 2021

Experience

AI/ML Automation Engineer

Rumsan Associates

Jul 2025 - Present

  • Developed Rahat Beneficiary ML application with data deduplication and intelligent header-mapping using RapidFuzz and LLM-assisted field mapping
  • Built Rumsan AI Quiz, a RAG application that generates configurable-difficulty quizzes from uploaded documents
  • Developed the Sitemap Extractor microservice using Crawl4AI for web crawling and metadata extraction
  • Designed and deployed n8n automation workflows including LinkedIn job-scraping and document-processing pipelines
  • Built AI-powered automation workflows for CV evaluation, voice agents, and chatbot solutions
  • Developed ML pipeline for flood-risk zone modeling using geospatial data analysis

Skills & Technologies

Machine Learning & AI

Deep Learning
NLP
Feature Engineering
TensorFlow
scikit-learn
Pandas
NumPy

LLM & Generative AI

RAG
AI Agents
LangChain
LangGraph
LlamaIndex
Prompt Engineering
Vector Databases
MCP

Programming & Data Tools

Python
FastAPI
Django
React
Next.js
PostgreSQL
MongoDB
Redis

Deployment & Cloud

Docker
Git
GitHub Actions
AWS (S3, SageMaker, Bedrock)
n8n
Linux