18-742 is a PhD course in computer architecture and systems. The learning objectives are: To understand the state of the art in computer architecture, and how and why we got there. To understand how ...

Recurrent Neural Networks (RNNs) are widely used in Natural Language Processing (NLP) applications as they inherently capture contextual information across spatial and temporal dimensions. Compared to ...

The existing neural architecture search (NAS) methods usually restrict the search space to the pre-defined types of block for a fixed macro-architecture. However, this strategy will limit the search ...