Explore a 25-minute conference talk from Data Science Conference Europe 2023 that examines real-world scenarios where deep learning approaches face limitations and require innovative solutions. Discover how traditional methodologies can be effectively combined with modern AI techniques to overcome challenges in various domains, from computer vision to complex optimization problems. Learn through practical examples how the integration of classic approaches with cutting-edge AI can enhance problem-solving capabilities and broaden your perspective on data science applications. Delivered by Sead Delalic in Belgrade, this presentation offers valuable insights into creating hybrid solutions that leverage both contemporary and time-tested methodologies to address real-world production constraints.