This Special Issue focuses on the use of machine learning algorithms and big data analytics to extract valuable information from large-scale datasets. It aims to advance state-of-the-art techniques, methodologies, and applications for analyzing and leveraging big data. It invites the academic community and relevant industry partners to submit original research articles and reviews with a specific focus on the themes of machine learning, big data analytics, image processing, computer vision, and video compression.