Ipshita

Key Skills

Software

AWS SageMaker

Data Annotation Tech

Google Cloud Vertex AI

HiveMind

Mercor

Mindrift

Scale AI

Toloka

Top Subject Matter

Financial News Summarization and Investment Recommendation

Healthcare Question Answering and Diet Recommendations

Legal Services & Contract Review

Top Data Types

Text

Image

Document

Top Task Types

Text Summarization

Question Answering

Segmentation

Classification

Fine Tuning

RLHF

Data Collection

Freelancer Overview

LLM Pipeline Developer for Financial News Summarizer. Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include AWS SageMaker and HuggingFace. Education includes Master of Science and Bachelor of Engineering, BITS Pilani, K. K. Birla Goa Campus (2021) and High School Diploma, CBSE High School (2021). AI-training focus includes data types such as Text and labeling workflows including Text Summarization and Question Answering.

Labeling Experience

AI Dietician Chatbot Developer

TextQuestion Answering

This experience centered on building a domain-specific RAG chatbot for answering health and dietary questions with context augmentation. The role involved curating and incorporating 50,000+ medical documents to enhance the chatbot's knowledge base. The solution provided personalized meal plans and diet insights driven by LLM outputs. • Developed a Retrieval Augmented Generation chatbot for healthcare Q&A. • Processed and integrated over 50,000 medical documents for context retrieval. • Implemented logic for personalized diet and nutrient tracking. • Leveraged LLMs to generate tailored answers to user queries.

This experience centered on building a domain-specific RAG chatbot for answering health and dietary questions with context augmentation. The role involved curating and incorporating 50,000+ medical documents to enhance the chatbot's knowledge base. The solution provided personalized meal plans and diet insights driven by LLM outputs. • Developed a Retrieval Augmented Generation chatbot for healthcare Q&A. • Processed and integrated over 50,000 medical documents for context retrieval. • Implemented logic for personalized diet and nutrient tracking. • Leveraged LLMs to generate tailored answers to user queries.

2024 - 2024

LLM Pipeline Developer for Financial News Summarizer

Aws SagemakerTextText Summarization

This project involved engineering an LLM-powered pipeline to summarize large volumes of financial news articles and generate buy/sell recommendations. The process included fine-tuning the language model on specific financial content to improve output relevance. The deployment was executed via AWS Lambda, which supported model serving at production scale. • Summarized over 10,000 financial news articles using a custom LLM pipeline. • Enhanced summary accuracy by fine-tuning with domain-specific datasets. • Used AWS Lambda for scalable deployment and rapid inference. • Achieved a significant improvement in ROUGE-2 evaluation metrics.

This project involved engineering an LLM-powered pipeline to summarize large volumes of financial news articles and generate buy/sell recommendations. The process included fine-tuning the language model on specific financial content to improve output relevance. The deployment was executed via AWS Lambda, which supported model serving at production scale. • Summarized over 10,000 financial news articles using a custom LLM pipeline. • Enhanced summary accuracy by fine-tuning with domain-specific datasets. • Used AWS Lambda for scalable deployment and rapid inference. • Achieved a significant improvement in ROUGE-2 evaluation metrics.

2024 - 2024

Education

Work History