Welcome to Volume 2, Issue 2 of Advances in Deep Learning Techniques, where we delve into the latest advancements and applications shaping the landscape of deep learning research. In this edition, we present two seminal papers that illuminate essential aspects of deep learning innovation. Join us as we unravel the intricacies of deep learning, fostering innovation and excellence in artificial intelligence and machine learning.