• Webinar Speaker for IEEE-CIS Chapter on topic “Data Cleaning Services using Machine Learning Algorithms ”

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• Webinar Speaker at Amruta Institute of Engineering and Management Science, Bangalore on topic “Python for Data Pre-processing ”

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• Webinar Speaker at Shri Sant Gajanan Maharaj College of Engineering, Shegaon, MH on topic “Garbage In, Garbage Out: How to avoid in Machine Learning Algorithm”.

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• Guest Speaker at KPR Institute of Engineering and Technology (Autonomous Institute), Coimbatore, TN on topic “Data Pre-processing in Machine Learning”.

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• Keynote/Guest Speaker at National Level Workshop on Artificial Intelligence in Association with ABVP and SHRIJAN at Indian Institute of Science Education and Research (IISER), Pune.

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• Resource Person and Organizer “Three Days workshop on AI and Machine Learning” for CBSE teachers.

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• Resource Person for One Week FDP on ‘Speech and Video Processing and Its Application’ under AICTE Margadarshan and BSS RGI Program.