Explores recent advances in both academia and industry in designing DSAs. Overviews the characteristics of applications that enable them to greatly benefit from DSAs and the source of speedup in DSAs that mainly includes parallelism, memory access optimization, and data specialization. Students will get familiar with the common techniques such as using systolic arrays and near-data processing in state-of-the-art DSAs to enable efficient computation.