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Satya VM

Mid-level GenAI/Data Engineer specializing in LLMs, RAG systems, and fraud detection

Origin BankOsmania UniversityRuston, LA7 Years ExperienceMid Level

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About

ML/NLP engineer with banking domain experience who built a GenAI-powered fraud detection and risk intelligence system at Origin Bank, combining RAG (LangChain + FAISS), fine-tuned BERT NER, and GPT-4/Sentence-BERT embeddings. Delivered measurable impact (25% higher fraud detection accuracy, 40% less manual review) and emphasizes production-grade pipelines on AWS SageMaker/Airflow with strong data validation and scalable PySpark processing.

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Key Strengths

  • Built GenAI-powered fraud detection & risk intelligence system in banking
  • Designed and implemented RAG pipeline linking documents with transaction patterns (LangChain + vector search)
  • Improved fraud detection accuracy by 25% and reduced manual review time by 40%
  • Fine-tuned BERT NER with rigorous evaluation (precision/recall/F1) and human-in-the-loop validation
  • Implemented semantic similarity matching using GPT-4 embeddings + Sentence-BERT with FAISS
  • Built scalable PySpark data cleaning/entity resolution pipelines across millions of records
  • Production-grade workflow engineering with Airflow, CI/CD, testing, logging, and robust schema validation (Pydantic)

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Experience

GEN AI/Data EngineerOrigin Bank · Aug 2024 – Present
Data EngineerTexas Mutual Insurance · Sep 2022 – Jul 2024
Software EngineerStarmount Insurance · Jan 2019 – Aug 2022

Education

Osmania Universitymaster, Business Administration (2011)
Jawaharlal Nehru Technological Universitybachelor, Electrical and Electronics Engineering (2008)

Skills

Generative AILarge Language Models (LLMs)Retrieval-Augmented Generation (RAG)Sentiment analysisMachine LearningDeep LearningNeural NetworksTransformersPyTorchTensorFlowKerasXGBoostRandom ForestReinforcement LearningAnomaly Detection

Languages

English

Certifications

IBM Data Science Professional Certificate (2021)Introduction to Machine Learning (2021)Generative AI: Working with Large Language ModelsLangChain for LLM Application DevelopmentHands on Data Engineering

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AI & Machine LearningGenerative AILarge Language ModelsRetrieval-Augmented GenerationNatural Language Processing

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Connect with Satya

Satya already has a relationship with Reval, so a warm intro from us gets a much better response than cold outreach.

Typically responds within 24 hours

Recommended

Already have an account?

Hire with Reval

Find your next great hire

Our AI agents source, screen, and vet candidates for your open roles. Get qualified candidates within 48 hours.

$250one-time kickoff
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Post a Role90-day money-back guarantee
Satya VMMid-level GenAI/Data Engineer specializing in LLMs, RAG systems, and fraud detection