Explore advanced quantum detection techniques through the application of machine learning in this comprehensive lecture. Delve into cutting-edge research presented by Miroslav Ježek from Palacky University Olomouc, Czech Republic. Gain insights into how machine learning algorithms can enhance quantum detection methods, potentially revolutionizing fields such as quantum sensing, quantum communication, and quantum computing. Examine the intersection of quantum physics and artificial intelligence, understanding how these two powerful disciplines can be combined to push the boundaries of scientific discovery. Learn about the latest developments in quantum technology and their potential impact on future applications. This 1-hour and 22-minute talk is part of a series organized by ICTP-SAIFR, offering a unique opportunity to engage with frontier research in quantum science and machine learning.