Ethics, Machine Learning, and Python in Geospatial Analysis

About

Mohammad Gouse Galety has been working in CS since 1999. He is now a Professor in the CS department of Samarkand International University of Technology Samarkand Uzbekistan. He holds two Ph. D.s in web mining and image processing of CS and two master's degrees in computers. The first master's degree is in computer applications and the second is in computer science. His research interests span computer and information science mainly web mining IoT and AI. He (co) authorizes over 50 journal papers and international conference proceedings indexed by Springer and Scopus four patents and five books. He is a Fellow of the IEEE and ACM. Since 1999 he has served in different national and international organizations like Sree Vidyanikethan Degree College India; Emeralds Degree College Tirupati India; Brindavan College of Engineering India; Kuwait Educational Center Kuwait Ambo University Ethiopia; Debre Berhan University Ethiopia Lebanese French University Erbil Iraq CUE Erbil Iraq. He teaches undergraduate and postgraduate students several courses on computer science and information technology/science engineering. Arul Kumar Natarajan currently serves as an Assistant Professor in the Department of Computer Science at the Samarkand International University of Technology in Uzbekistan. He earned his Doctor of Philosophy degree from Bharathidasan University India 2017. Concurrently he is engaged in postdoctoral research in Generative AI for Cybersecurity at the Singapore Institute of Technology Singapore. Throughout his 14-year teaching career Dr. Arul has held esteemed positions at various institutions including Christ University Bishop Heber College in India and Debre Berhan University in Ethiopia. Dr. Arul has made significant contributions to academia specializing in cybersecurity and artificial intelligence evidenced by his portfolio of scholarly works. He has authored 32 international publications indexed in Scopus and 03 international publications and has delivered 34 conference presentations. Additionally he has edited and published two books with IGI Global Publisher USA. In addition to his academic pursuits Dr. Arul is a prolific innovator holding 17 patents in India and 01 granted patent in the United Kingdom across diverse domains including communication and computer science. He demonstrates proficiency in Networking and Cybersecurity having completed the CCNA Routing and Switching Exam from CISCO and the Networking Fundamentals exam from Microsoft. He maintains a sincere interest in GenAI for Cybersecurity. Tesfaye Fufa Gedefa who holds a Bachelor's Degree in Information Technology from Jima University (2012) and a Master of Science in Software Engineering from Adama Science and Technology University transitioned from lecturing at Debre Berhan University to his current role as an Associate Researcher II at the Space Science and Geospatial Institute. His research journey encompasses diverse fields such as artificial intelligence network security cloud computing big data image processing data science and disaster management. With a keen interest in extending his expertise Tesfaye plans to delve into new sensor development and calibration big data analytics data assimilation and integration alongside image fusion techniques for urban climate monitoring disaster risk reduction and food security. He is committed to applying space technology across multidisciplinary domains leveraging Python programming to amplify the impact of his research endeavors. Through international collaborations and a dedication to advancing knowledge Tesfaye aims to make meaningful contributions at the intersection of technology and societal challenges.