Akshaia Sai H

About

AI/ML Engineer specializing in LLM application development, Agentic AI, and Retrieval-Augmented Generation systems. Experienced in building production backend services, deploying with Docker/AWS, and fine-tuning open-source LLMs for domain-specific tasks.

Experience

• AI Developer Intern
  Goodbooks ERP
  Jun 2026 – Sep 2026

Education

• M.Sc.
  Coimbatore Institute of Technology
  Artificial Intelligence & Machine Learning · 2023 – 2025

Skills

• SQL
• FastAPI
• Python
• Prompt Engineering
• JavaScript
• NumPy
• Pandas
• scikit-learn
• React
• PyTorch
• AWS
• LangChain
• Databricks
• RAG
• LLM Fine-tuning
• DPO
• LangGraph
• MCP
• LangSmith
• Chromadb
• Pinecone
• CrewAI
• Cursor
• LoRA
• Tf-Idf
• ReactJS (preferred)

Projects

• RAG-as-a-Tool MCP Server
  MCP, Python, LangGraph

  MCP server exposing an Agentic RAG document-QA pipeline as a callable tool for MCP-compatible clients.

• AI-Database-Co-Pilot
  Next.js, FastAPI, TypeScript

  Local AI co-pilot for secure natural-language chat with structured data via a FastAPI orchestration layer.

• Agentic-RAG-Sample
  LangGraph, Ollama

  Local Agentic RAG system with adaptive query routing and self-correcting retrieval feedback loops.

• AI Agriculture Assistant
  FastAPI, React, LLMs

  Full-stack AI system for crop yield prediction and soil analysis with LLM-powered recommendations and a live dashboard.

• LLM Fine-Tuning Pipeline (RL_FT)
  MLX, LoRA/QLoRA, Streamlit, FastAPI

  Parameter-efficient fine-tuning pipeline for Qwen2.5-1.5B with a Streamlit training UI and FastAPI serving layer.

Courses & certifications

• Google Data Analytics · Google
• NPTEL Cloud Computing · NPTEL
• NPTEL Big Data · NPTEL
• Databricks Fundamentals · Databricks
• Google AI Essentials · Coursera
• IBM AI Engineering Professional Certificate · Coursera

🏆 Achievements & awards

• Hackathon Runner-Up – AI Agriculture Assistant

  Recognized for a full-stack LLM-powered crop yield and soil analysis system built and demoed under competition time constraints.

🎯 Hobbies & interests

• Agentic AI
• LLM Fine-tuning
• RAG Systems
• Multi-Agent Orchestration
• MLOps