Deep neural networks have transformed numerous fields by learning hierarchical representations from vast datasets. However, their performance critically depends on the quality of labelled data. Noisy ...

Although neural networks have been studied for decades, over the past couple of years there have been many small but significant changes in the default techniques used. For example, ReLU (rectified ...

The last decade has seen remarkable improvements in the ability of computers to understand the world around them. Photo software automatically recognizes people’s faces. Smartphones transcribe spoken ...