CSE 60445 and 40445: Hardware Platforms for Deep Learning and Optimization
Modern deep learning algorithms have revolutionized machine learning. However, the computational complexity of deep learning hinders practical and real-time execution of such algorithms on many resource-limited devices. This course will cover custom digital platforms, analog chips, compute-in-memory architectures and implementations, as well as algorithmic techniques aimed at tailoring machine learning to hardware implementations. The course will include one project which will build upon the concepts learned over the semester.