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Gangatharan G

@ganga_guru

GenAI / ML Engineer at Netzero Sustainability Economics Pvt. Ltd.

Bengaluru, Karnataka, India

Netzero Sustainability Economics Pvt. Ltd.Indian Institute of Information Technology – Lucknow

Gangatharan G is a GenAI and ML Engineer at Netzero Sustainability Economics Pvt. Ltd. He specializes in designing multi-agent pipelines, RAG systems, and LLM-powered extraction tools. With an M.Sc. in AI and ML from IIIT Lucknow, he has experience in deploying scalable AI solutions on AWS and Kubernetes. He is skilled in LangChain, Python, and MLOps.

Experience

GenAI / ML Engineer

Netzero Sustainability Economics Pvt. Ltd.

Apr 2025 - PresentBangalore, Karnataka

Designed and deployed a multi-agent pipeline using LangGraph to extract and validate energy data across 15+ countries with Pydantic schema validation and hallucination mitigation. Engineered two-stage PDF filtering, reducing LLM token usage by ~70%; implemented parallel batching with asyncio, cutting runtime by 60%+. Built an LLM-powered extraction pipeline for scanned utility documents (OCR + embeddings), achieving 95% accuracy at 500+ docs/hour. Developed an agentic vector-less RAG pipeline using LangGraph and Gemini to extract financial data from 50+ reports.

AI Developer Intern

Befog

Dec 2024 - Mar 2025Lucknow

Developed a Rasa-based travel chatbot for multi-turn booking queries, supporting 1,000+ weekly users. Used GPU-accelerated AWS EC2 (g4dn.xlarge) for synthetic data generation, cutting training time by 65%. Fine-tuned NLP and CV models on EC2 (g5.12xlarge), reducing false positives by 40% across 10,000+ daily items. Deployed optimized models on EC2 (c6i.xlarge), lowering inference costs by 35%.

Education

Indian Institute of Information Technology – Lucknow

M.Sc.

Artificial Intelligence and Machine Learning

PresentGrade: 9.11/10

GITAM University

B.Sc.

Mathematics

May 2022Grade: 9.33/10

Merit Scholarship

Skills

LangChain
LangGraph
RAG Pipelines
Prompt Engineering
Pydantic
Hugging Face
Multi-Agent Systems
Tool/Function Calling
Python
Bash
SQL
C++
YAML
HCL
HTML
Apache Spark
Airflow
PostgreSQL
MySQL
MongoDB
ETL/ELT
PyTorch
TensorFlow
MLflow
DVC
LLM Pipelines
AWS
EC2
S3
Lambda
SageMaker
ECS
API Gateway
DynamoDB
CloudWatch
Docker
Kubernetes
Terraform
GitHub Actions
Redis
Prometheus
Grafana