Manisha Shah
Data Scientist @GE Aerospace
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WORK HISTORY
Data Scientist @GE Aerospace
Developed and deployed a machine learning model to predict cost index for several Boeing and Airbus customers, reducing fuel consumption prediction error by 15%, utilizing scikit-learn, ONNX, and Python, deployed on internal FTW and ODW servers.Enhanced an aircraft fuel flow model by improving its sensitivity to Mach changes, resulting in a 20% accuracy increase under various flight conditions, leveraging pandas, scikit-learn, and physics-based modeling to achieve consistent performance.Streamlined the data processing pipeline for flight performance analysis, reducing data cleaning time by 30% through automated Python scripts and utilizing pandas and scikit-learn to efficiently handle feature engineering and preparation tasks.Solved a complex logic problem by calculating equivalent cost indexes for varying Mach speeds, improving operational decision-making for customers using Python and pandas, leading to better alignment with real-world flight performance.Created and presented a Tableau dashboard displaying real-time customer data, providing actionable insights and facilitating better decision-making for the client by integrating real-time information for more accurate operational oversight.Applied advanced imputation techniques, including SimpleImputer and KNNImputer, to address missing flight data, resulting in improved model robustness and accuracy, while increasing prediction reliability for operational and performance insights.Designed a cost index model using internal flight plan values, eliminating reliance on third-party data and enabling autonomous real-time decision-making for flight operations, utilizing Python and EMS API for seamless integration.Deployed models in ONNX format, enabling integration with real-time flight systems and improving operational scalability for fuel consumption monitoring across fleets, hosted on internal FTW and ODW servers for enhanced performance.
EDUCATION
Texas Tech University
Master of Science - MS
ABOUT MANISHA SHAH
Accomplished Data Scientist with proven impact at Intel and GE Aviation, specializing in…
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