Chulliyil Aishwarya
Chulliyil Aishwarya

Chulliyil Aishwarya

Data Science • Middle • 30 years • Bengaluru, India • UTC+05:30 • In office, Partially remote • Relocation • Work permits: India • Citizenship: India • English: C2 • Available in 4 weeks
LLM & Agents
4+ years exp
4+ years ML exp
4+ projects
SQL
Python
C++
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Overview
Technical skills
Timeline
Roles

Overview

Applied AI/Generative AI engineer with production experience building scalable LLM and document intelligence solutions in the insurance domain. Hands-on delivery includes PII redaction, extraction, comparison, taxonomy/classification, summarization, and RAG/agentic workflow automation with reliability, validation, and observability.
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Technical skills

Languages
3
SQL
Python
C++
AI/ML
20
LangChain
Transformers
LlamaIndex
YOLO
LangGraph
Streamlit
OpenAI
Ragas
Embeddings
Docling
Prompt Engineering
Function Calling
RAG
Agentic Workflows
LLM
PyTorch
Tesseract OCR
Prompt Caching
GPT-4
GPT-5
DevOps
3
Azure
Grafana
Docker
Other
20
Pydantic
FastAPI
Matplotlib
FAISS
ETL/ELT
Hugging Face
GitHub
Azure DevOps
Git
Rest API
TeamCity
AI Agents
CI/CD
Context Engineering
Human-in-the-Loop
Multimodal AI
NLP
OCR
Structured Outputs
NER

Timeline

Data Science Analyst L2 - Applied AI / GenAI • Middle
Xceedance Consulting Pvt. Ltd. • Full-Time
Aug 2022 to Present 4 Years 2 Months Bengaluru In office
Engineered production PII redaction and document processing pipelines for high-volume policy documents, including configurable privacy rules and human-in-the-loop review. Re-architected a large workflow into modular sub-workflows to improve isolation and reduce change and support effort. Built additional GenAI platforms for extraction, comparison, taxonomy/classification, summarization, and sanctions entity extraction with validation and observability for reliable operations.
OpenAI
Azure
FastAPI
Docker
Grafana
BPMN
YOLO
n8n
Docling
Tesseract OCR
Streamlit
SharePoint
SQL
RAG
LlamaIndex
LangChain
FAISS
Embeddings
Pydantic
Amrita Vishwa Vidyapeetham (Amrita University)
Master's Degree • Applied Statistics and Data Analytics
2022 Mysore, Karnataka
Data Science Intern • Junior
CavinKare • Internship
Jan 2022 to Apr 2022 3 Months In office
Supported data cleaning, exploratory analysis, and statistical modeling for consumer and business datasets. Built reproducible analysis workflows in Python and SQL and prepared business reporting materials for cross-functional stakeholders using Excel.
Python
SQL
Ambedkar University Delhi
Bachelor's Degree • Mathematics (Honours)
2020 Delhi, India