Before revision:  In recent years , many end-to-end representation learning methods using deep neural networks have achieved significantly better performance than traditional machine learning algorithms.
After revision:  Recently , many end-to-end representation learning methods using deep neural networks have achieved significantly better performance than traditional machine learning algorithms.