This book constitutes the refereed proceedings of the 7th International Conference on Information Technology and Modeling, ICTIM 2024, held in Casablanca, Morocco, during November 26–27, 2024. The 37 full papers presented in this volume were carefully reviewed and selected from 103 submissions. The papers are organized in the following topical sections: Machine Learning, Computer Vision, and Data Analysis; Natural language processing(NLP), Smart Systems, and Emerging Technologies; Cybersecurity, Cryptography, and AI for Security.