A Webinar on ‘Machine Learning Trends in Engineering Applications’ was organized by SASTRA-TBI in collaboration with School of Computing on 20th July 2021, through online mode. The speakers of the webinar were Prof. Santhi and Prof. Brindha from SoC who discussed the topics of basics of Machine Learning, ML Algorithms, ML Tools and libraries with datasets, and explained how these concepts are applied in various real-time engineering research applications. Finally, they demonstrated various use-cases to enlightened the participants about the world of Machine Learning and Data Science.