This book constitutes the revised selected papers of the 7th International Conference on Applied Machine Learning and Data Analytics, AMLDA 2024, held in Shamshabad, India, during December 20–21, 2024. The 10 full papers and 1 short paper included in this volume were carefully reviewed and selected from 44 submissions. They focus on cutting-edge research across all aspects of machine learning, as well as in important application areas such as healthcare and medical imaging informatics, biometrics, forensics, precision agriculture, risk management, robotics, and satellite imaging.