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Kumar Ayush is a Senior Data Scientist at Altair since May 2023, previously serving as a Data Scientist at Trinity Mobility from October 2021 to April 2023 and as a Senior Engineer in Systems - Valves R&D at MAN Energy Solutions from June 2018 to October 2021. At MAN Energy Solutions, Kumar developed digital twin technology for turbines, involved in data pre-processing, feature selection, descriptive analysis, model validation, and machine learning predictive model development. Earlier at Tata Consultancy Services from April 2014 to May 2018, Kumar worked as a Design Engineer on turbine components, contributing to layout drawings, assembly models, material selection, and DFMEA evaluations. Kumar holds a Post Graduate Program in Artificial Intelligence and Machine Learning from Texas McCombs School of Business and Great Learning, and a Bachelor’s Degree in Mechanical Engineering from Sri Siddhartha Institute of Technology.