Looking for a job

Aparna Nair

@aparnanair

Message

I build production-grade generative AI agents, RAG pipelines, and machine learning systems.

India

Message

What I'm looking for

I'm looking for a high-growth environment where I can build cutting-edge generative AI systems, agentic workflows, and production machine learning solutions while continuously learning and solving creative technical problems.

At PwC, I build LLM agent applications that automate audit testing, evidence generation, data validation, and extraction. I also delivered RAG-powered medical sales copilots, Azure conversational agents for EXIM drug data, and a configurable multi-agent SaaS interviewing platform using LangGraph.

I've spent 9.5 years connecting data science with production AI systems across PwC, Odessa, Deepsphere.AI, Neviton Softech, and Accenture. My work spans predictive models for leasing and mortgage risk, OpenAI-powered RFP automation, healthcare insurance MLOps pipelines, NLP question generation, and computer-vision defect detection.

I enjoy high-growth environments where I can solve complex problems with modern AI, from agentic workflows and LLMs to cloud platforms, APIs, databases, and automation.

Experience

Work history, roles, and key accomplishments

Current

Senior Associate

Current

PwC (US)

Jan 2024 - Present (2 years 7 months)

Engineered an LLM agent-based application for the auditing team to automate financial statement line item testing and audit evidence file generation. Built production-grade RAG pipelines and multi-agent workflows using LangGraph for a SaaS interviewing platform.

Generative AI Large Language Models Multi Agent Systems Agentic Automation LangGraph fastAPI Python Elasticsearch Azure

Data Scientist

Odessa

Dec 2021 - Dec 2023 (2 years)

Engineered a predictive ML model to forecast asset renewal behavior and built an LLM-powered module for RFP automation. Deployed enterprise collaboration bots and an omni-channel GenAI communication engine.

Machine Learning predictive modeling OpenAI Microsoft Teams GenAI Python

Data Scientist

Deepsphere.AI

Nov 2020 - Oct 2021 (11 months)

Architected an end-to-end healthcare insurance premium prediction model with an automated ML pipeline using MiniKF on GCP. Built an NLP-driven automatic question-generation system for course material.

MLOps GCP MiniKF NLP Python Database Design

Data Science Engineer

Neviton Softech Pvt. Ltd.

Aug 2019 - Aug 2020 (1 year)

Trained a CNN to interpret Statistical Process Control charts for defect detection in manufacturing. Built RESTful APIs with Flask and packaged models into Docker containers, and streamlined workflows using UiPath RPA.

Computer Vision CNN Flask Docker REST APIs

Software Engineer

Accenture

Jan 2017 - Jul 2019 (2 years 6 months)

Built high-throughput web scraping pipelines for mortgage affordability analysis and developed an ML classification model for credit profiling. Engineered automated SQL Agent jobs and designed Tableau dashboards for executives.

Web Scraping Machine Learning SQL Tableau Python

Education

Degrees, certifications, and relevant coursework

Government Engineering College, Thrissur

Bachelor of Technology, Electronics and Communication Engineering

2012 - 2016

Pursued a Bachelor of Technology in Electronics and Communication Engineering, gaining a strong foundation in engineering principles and technical skills.