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Rutvviik C.

Rutvviik C.

Associate Data Scientist (RAG system development and LLM prompt/response evaluation), AtQor

India flagAhmedabad, India

Key Skills

Software

No software listed

Top Subject Matter

Enterprise document intelligence and LLM-based information retrieval
Dataset QA and prompt engineering for AI model training
Legal Services & Contract Review

Top Data Types

TextText
DocumentDocument

Top Task Types

Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Function CallingFunction Calling

Freelancer Overview

Associate Data Scientist (RAG system development and LLM prompt/response evaluation), AtQor. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include LangChain, Azure AI Search, and FAISS. Education includes Master of Science, Gujarat University and Bachelor of Science, Bhavans Sheth R.A. College of Science. AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT) and Function Calling.

Labeling Experience

Associate Data Scientist (RAG system development and LLM prompt/response evaluation), AtQor

TextTextPrompt + Response Writing (SFT)Prompt + Response Writing (SFT)

Developed and tuned an end-to-end RAG system for enterprise document querying, including preprocessing and semantic retrieval components. Built LLM pipelines with prompt templates, retrievers, and response generation workflows, then evaluated and adjusted outputs to reduce hallucinations. Implemented performance optimizations such as caching, chunking, and token reduction to improve reliability for downstream AI interactions. • Architected RAG over PDFs, invoices, and compliance reports using Azure Document Intelligence. • Implemented semantic search with Azure AI Search and FAISS embeddings for retrieval. • Performed prompt tuning and response evaluation to improve factuality and accuracy. • Built and deployed FastAPI backend APIs for real-time AI service interaction.

2024 - 2025

Data Science Intern (data validation, preprocessing, and prompt writing), Petpooja

TextTextFunction CallingFunction Calling

Supported data quality assurance and dataset preparation activities to improve training inputs for AI model development. Wrote and tested domain-specific prompts intended to enhance model input quality and response accuracy prior to training. Performed dataset cleaning, transformation, and feature engineering to ensure consistent and usable data for downstream evaluation and modeling. • Conducted data validation and quality checks to ensure clean, accurate datasets for model training. • Designed domain-specific prompts to improve model input quality and response accuracy. • Performed preprocessing including cleaning, transformation, and feature engineering. • Supported model development and evaluation workflows with the data science team.

2024 - 2024

Education

B

Bhavans Sheth R.A. College of Science

Bachelor of Science, Physics

Bachelor of Science
Not specified
G

Gujarat University

Master of Science, Artificial Intelligence and Machine Learning

Master of Science
Not specified

Work History

E

E2M Solutions

Associate AI Engineer

Ahmedabad
2026 - Present
B

B-edge Tech Services

Junior AI Developer

Ahmedabad
2025 - 2026