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Jaideep bommidi

Senior ML Engineer & Data Scientist specializing in LLM agents, retrieval/ranking, and MLOps

Denton, TXMachine Learning Engineer (AI Systems)8 years experienceSeniorFinancial ServicesFinTechTransportation & Logistics
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About

Machine Learning Engineer currently at Webster Bank building an enterprise-scale LLM agent for Temenos Journey Manager/Maestro, using RAG-style multi-stage retrieval with FAISS/Pinecone, hybrid dense+sparse search, and LoRA fine-tuning optimized via NDCG/MAP and A/B testing. Previously handled messy incident/telemetry data at Deuta Werke GmbH with deterministic + fuzzy entity resolution, and has strong production data engineering experience across Spark/Hadoop and Python ETL systems.

Experience

Machine Learning Engineer (AI Systems)Webster Bank
Data ScientistSypnios
Data Scientist (Software Engineer)German Railways (Deuta Werke GmbH)
Data ScientistiFactory3D GmbH
Software DeveloperTemenos India Pvt Ltd.
Graduate Teaching AssistantUniversity of North Texas
Data Scientist InternSolarvibes GmBH

Education

University of North Texasmaster, Advanced Data Analytics (2024)
University of Bordeauxmaster, Image Processing and Computer Vision (2018)
National Institute of Technology, Trichybachelor, Electronics and Communication Engineering (2016)

Key Strengths

  • Built enterprise-scale LLM agent with multi-stage retrieval, re-ranking, and semantic search
  • Implemented hybrid search combining dense embeddings with sparse keyword filters for least-privilege context
  • Fine-tuned embedding/ranking components using LoRA and optimized with NDCG/MAP
  • Validated search relevance via A/B testing and iterative feedback loops in controlled deployments
  • Designed entity resolution pipelines using deterministic matching plus fuzzy matching (Levenshtein, Jaro-Winkler)
  • Built production-grade, modular Python data workflows with SQLAlchemy/FastAPI and multi-source ingestion
  • Scaled data processing using multiprocessing and big-data stack (Spark, Hadoop/HDFS, Hive/Pig/MapReduce)
  • Reduced query times by 50% via partitioning and indexing strategies (iFactory3D)

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Languages

English

Skills

A/B TestingAgileAmazon EC2Amazon EKSAmazon ECSAmazon KinesisAmazon LambdaAmazon RDSAmazon RedshiftAmazon S3Amazon SageMakerAngularJSApache HadoopApache HiveApache Pig