Explore the fundamental concepts of Statistical Learning Theory and Applications in this comprehensive lecture. Delve into a recap of key principles, followed by an in-depth explanation of complexity theory. Examine the intricacies of dual norm equality and its applications in statistical learning. Gain insights into the concept of Calligraphic G and its significance in the field. Enhance your understanding of advanced statistical learning techniques and their practical implementations through this informative session.