This workshop aims to offer a comprehensive introduction to deep learning techniques and their applications in medical image analysis. Through this workshop, participants will gain a foundational understanding of how deep learning methods can be leveraged to analyze medical images, improving diagnostic accuracy and advancing research in the healthcare sector. The workshop sessions will cover essential concepts, tools and practical insights, enabling faculty to explore the potential of deep learning in their own academic and research pursuits.