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Ralish Routray

Mid-level Data Scientist & Machine Learning Engineer specializing in fraud and forecasting

USAMachine Learning Engineer (Contract)5 years experienceMid-LevelFinancial ServicesBankingRetail
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About

ML/LLM practitioner who has shipped production RAG systems (summarization + Q&A) and end-to-end Airflow-orchestrated demand forecasting pipelines at NEON IT. Strong focus on reliability—uses evaluation scripts, retrieval/chunking tuning, validation/retries/alerts, and stakeholder-driven iteration to make AI workflows consistent and usable.

Experience

Machine Learning Engineer (Contract)JPMorgan Chase & Co.
Data ScientistNEON IT Systems

Education

University of Texas at Dallasmaster, Business Analytics (2023)

Key Strengths

  • Built and deployed an LLM-based document summarization + Q&A system via Flask API
  • Improved RAG reliability by tuning chunking/retrieval filters and adding evaluation against human-written samples
  • Designed reliable Airflow-orchestrated ML pipelines (ingest → features → train → publish forecasts to internal API)
  • Hardened pipelines against late/missing data using validation checks, retries, and alerts
  • Pragmatic model/prompt selection: tests smaller models first; identifies retrieval vs model as root cause for quality issues
  • Effective collaboration with non-technical supply chain stakeholders to translate decisions into model inputs/outputs

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Languages

English

Skills

SQLPythonPandasNumPyMachine LearningRegressionClassificationForecastingEnsemble MethodsXGBoostRandom ForestClusteringModel EvaluationPrecisionRecall