Traditional handcrafted features have long been the norm, but modern machine learning techniques are revolutionizing feature extraction. By leveraging these advanced methods, new and unexpected features emerge, challenging previous assumptions about what drives performance in machine learning models. This shift opens up exciting possibilities for innovation in the field.