A seminar entitled “Classification of Sports Videos using Deep Neural Networks” was organized by the Department of Computer Science & Engineering in association with Institutional Quality Assurance Cell (IQAC), Port City International University, on November 12, 2022. The focus of this event is for the final year students to enhance their essential academic skills, develop and utilize critical thinking skills necessary for academic success. All the faculty members and more than 100 students of the department participated there. The program was presided over and inaugurated by Mrs. Manoara Begum, Chairman (In-charge), dept. of CSE, PCIU. Prof. Dr. Md. Nural Anwar, Vice-Chancellor, PCIU, was the Chief Guest and Prof. Dr. Engr. Mafzal Ahmed, honourable Dean, faculty of Science and Engineering, was the Special Guest at the program. Dr. Kaushik Deb, Professor, Department of CSE, Chittagong University of Engineering & Technology, was the Keynote Speaker of the program. In the 1st session, he gave his valuable speech about Detection, Classification, Recognition, variation of sports, Deep Neural Networks, connection and correlation between these in classifying sports with their actions. And He also shared his practical experiences with the students in the 2nd session through Q/A. The chief guest handed over the honorarium crest to keynote speaker as a token of appreciation. The honorable Chairman (In-charge), Mrs. Manoara Begum, praised all of the participants for making the event a success.