Course Aim: This course unit aims to provide students with an advanced understanding of deep learning principles and contemporary techniques in machine learning. Students will acquire the knowledge and skills to design, implement, and critically analyze various neural network architectures and modern frameworks, enabling them to solve complex real-world problems effectively.