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Anvith Reddy User

@anvithreddyuser

Message

AI/ML Engineer focused on GenAI, RAG systems, and secure deployments.

United States

Message

What I'm looking for

I’m looking to build secure, compliant GenAI and ML systems—owning RAG/agent pipelines end to end with strong evaluation, MLOps, and production-grade deployment on AWS/Azure/GCP in a collaborative environment.

I’m an AI/ML Engineer with 5+ years of experience in object-oriented programming using Python, designing and deploying enterprise-grade AI/ML and GenAI solutions. I focus on GenAI lifecycle management, RAG pipelines, prompt engineering, and AI safety techniques—building systems that are secure, compliant, and operationally reliable.

In my recent work, I developed and deployed anomaly-detection models (Isolation Forest, Autoencoders, One-Class SVM, CNN/RNN) to detect fraudulent claims, and I’ve built agentic frameworks using LLMs with RAG and Model Context Protocol for context-aware retrieval, reasoning, and automated summarization. I also architect RAG-based pipelines with LangChain/LangGraph, vector databases (FAISS, Pinecone), and Redis, expose them via FastAPI microservices with AI safety guardrails, and automate MLOps using MLflow/Airflow/DVC with real-time event streaming through Kafka.

Experience

Work history, roles, and key accomplishments

Current

AI/ML Engineer

Current

NAIC

Jan 2025 - Present (1 year 6 months)

Developed and deployed anomaly detection and fraud-claim ML models to reduce investigation time and improve detection performance. Built production RAG and agentic GenAI pipelines exposed via FastAPI microservices and automated MLOps workflows using MLflow, Airflow, and DVC.

Data Scientist

Lumen Technologies

Jun 2022 - May 2024 (1 year 11 months)

Built batch and real-time ETL pipelines and developed anomaly detection models to reduce high-risk financial events. Implemented forecasting models and NLP pipelines for financial text analysis, and delivered automated dashboards and dbt-based pipeline optimization.

Python SQL Pyspark ETL AWS GCP Gradient Boosting LightGBM Forecasting Feature Engineering NLP BERT NER Dashboards Reporting DBT Analytics Engineering

Python Developer

Mindfire Solutions

Sep 2020 - May 2022 (1 year 8 months)

Developed object-oriented Python applications, automation scripts, and RESTful APIs using Django and Flask for data migration and legacy modernization. Containerized services with Docker, built ETL workflows, and supported model health monitoring using classification metrics.