Nah, researchers haven't given up on traditional machine learning methods! They combine them with deep learning in lots of places, like image classification, speech recognition, and recommender systems.

Plus, traditional methods can be better for some tasks, like when you have a small dataset or want an explainable model or real-time predictions.