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Nirmal Jith O U is a seasoned machine learning professional with a robust background in engineering and research. Currently serving as a Senior Machine Learning Engineer at WithU since September 2021, Nirmal previously held roles as a Machine Learning Engineer at DeGould from March 2020 to July 2021, and at Neva Innovation Labs from November 2018 to November 2019. Nirmal's career began with a position as a Research and Development Engineer at Aindra Systems from March 2016 to October 2018, and as a Research Intern at Xerox Research Centre India from March 2015 to January 2016. Prior experience includes serving as a Project Assistant at the Indian Institute of Science between April 2013 and March 2015. Nirmal holds a Master of Engineering in Signal Processing from the Indian Institute of Science (2010-2012) and a Bachelor of Technology in Electrical Engineering from the National Institute of Technology Calicut (2006-2010).