ECE 498NS/598NS: Deep Learning in Hardware

Preliminary Reading Material

  • Notes on Algorithm Transforms [PDF]

  • Notes on LMS Architectures [PDF]

  • Energy-Efficient Machine Learning in Silicon: A Communications-inspired Approach [PDF]

  • A Micro-Power EEG Acquisition SoC With Integrated Feature Extraction Processor for a Chronic Seizure Detection System [PDF]

  • Block Implementation of Adaptive Digital Filters [PDF]

  • The LMS Algorithm with Delayed Coefficient Adaptation [PDF]

  • 30 Years of Adaptive Neural Networks: Perceptron, Madaline, and Backpropagation [PDF]

  • Optimization Methods for Large-Scale Machine Learning [PDF]