Hello, I'm

Ravi Prajapati

ML/AI Engineer |

Building intelligent, scalable AI solutions at the intersection of machine learning, automation, and real-world deployment. Specialized in LLMs, RAGs, Agentic AI, and healthcare AI.

AI/ML
LLMs
RAGs
Cloud
01.

About Me

I'm a Kathmandu University graduate and an ML/AI engineer enthusiastic about building intelligent, scalable, and practical AI solutions.

I focus on cutting-edge developments in AI, including Agentic AI systems, Retrieval-Augmented Generation (RAGs), Model Context Protocols (MCPs), and modern LLMs such as GPT-4, Claude, LLaMA, and Mistral.

I thrive at the intersection of machine learning, automation, and real-world deployment—helping businesses transform ideas into robust AI-driven solutions.

Production-grade ML models
Healthcare AI solutions
LLM & Generative AI
Cloud deployment & scaling
02.

Experience

Machine Learning Engineer

S.D.S. Software Development Nepal Jan 2024 – Ongoing
Kathmandu
  • Built, deployed, maintained, and improved production-grade machine learning models
  • Specialized in healthcare AI solutions—automating claims and document workflows
  • Designed infrastructure for automating healthcare operations, leveraging OCR and NLP models
  • Supported scaling of ML systems with automation platforms and cloud deployment

ML Engineer

Prixa Technologies Dec 2020 – Dec 2023
Lalitpur
  • Designed and deployed AI models in production using cloud services (AWS, PaperSpace, GCP)
  • Led projects implementing LLMs and generative models for content personalization
  • Integrated AI capabilities into web applications using FastAPI
  • Built data pipelines for ML workflows with web scraping, automation, and orchestration tools
03.

Featured Projects

News Talk

Android & iOS

Personalized news recommendation app powered by ML. Implemented recommendation algorithms using user interaction data.

ML Recommendation Mobile

SIKKA

Blockchain

Digital voucher assistance platform built with Hyperledger Fabric blockchain. Deployed on AWS; distributed digital tokens to beneficiaries.

Blockchain AWS Hyperledger

Nepali OCR System

Built OCR pipeline for digitizing Nepali documents with custom preprocessing and model optimization.

OCR CV NLP

RAG-based Chatbot

Implemented retrieval-augmented generation with vector databases for intelligent question-answering systems.

RAG LLM Vector DB

AI Image Generation

Created diffusion-based generative image models for creative AI applications.

Generative AI Diffusion CV
04.

Technical Skills

Machine Learning

Deep Learning LLMs RAGs Agentic AI MCPs NLP Computer Vision

Libraries & Frameworks

PyTorch Hugging Face NumPy Pandas FastAPI Gradio Streamlit

Cloud & Infrastructure

AWS GCP PaperSpace Docker

Databases & Tools

PostgreSQL Vector DBs FAISS Pinecone Tesseract EasyOCR

Automation & Orchestration

Selenium Airflow Celery n8n

LLMs & Models

GPT-4 Claude LLaMA Mistral VLMs
05.

Education

Undergraduate Certificate in Computer Engineering

Kathmandu University

Dhulikhel, Kavre

Aug 2016 – Aug 2020

Higher Secondary School Certificate

Seabird Int. College

Madhyapur Thimi, Bhaktapur

May 2014 – Mar 2016

06.

Get In Touch

I'm always open to discussing new projects, creative ideas, or opportunities to be part of your vision. Feel free to reach out!