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Kalaivani K G is an experienced professional currently serving as a Director and Product Manager at Exafluence since April 2022. Responsibilities include managing Proofs of Concept (PoCs) and machine learning projects, as well as overseeing a range of analytics projects such as visualization, explainability, causal inference, Bayesian machine learning, and AI-embedded simulation. Prior to this, Kalaivani held the position of Senior Consultant at Ideas2IT Technologies from October 2013 to February 2016, where duties encompassed project management, business proposal preparation, and employee mentoring initiatives. With a long tenure at Infosys from August 1997 to April 2012, Kalaivani advanced from Software Engineer to Senior Project Manager, successfully managing multiple projects and honing expertise in project estimation, planning, risk and resource management, and budgeting. Educational qualifications include a Post Graduate Program in Data Science and Business Analytics from Great Lakes Executive Learning and a Bachelor of Engineering in Electrical and Electronics Engineering from the University of Madras.