A Framework for Semi-Automatic Precision and Accuracy Analysis for Fast and Rigorous Deep Learning

Christoph Lauter, Anastasia Volkova

Deep Neural Networks (DNN) represent a performance-hungry application. Floating-Point (FP) and custom floating-point-like arithmetic satisfies this hunger. While there is need for…