PEARL

• 2024-2025: Data Science Consultant, Kavi Global

Company Overview

Kavi Global is a data engineering and AI consulting firm dedicated to helping businesses leverage advanced data solutions and artificial intelligence to transform their operations and drive growth.

Project Led

AI Chatbot for Data Engineering

Responsibilities:
Led technical research on open-source LLM solutions
Built and evaluated proof-of-concept systems
Gathered business requirements from clients
Translated business objectives into technical specifications
Delivered final implementation with documentation

Technical Implementation:
Phase 1: Research & Evaluation
Researched multiple open-source LLMs
Built evaluation framework for data engineering use cases
Achieved 72% accuracy on selected scenarios

Phase 2: Model Enhancement
Implemented Retrieval-Augmented Generation (RAG)
Applied LoRA fine-tuning techniques
Improved response accuracy by 14%
Significantly enhanced solution quality

Phase 3: Client Delivery
Created comprehensive implementation guidelines
Provided technical documentation and training
Ensured smooth knowledge transfer

Business Impact:
100% on-time delivery rate
90% client satisfaction score
Successfully transitioned from POC to implementation

Skills Demonstrated:
Large Language Models, RAG Implementation, LoRA Fine-tuning, Client Relations, Requirements Gathering, Technical Documentation