Exploiting Oxide Based Resistive RAM Variability for Bayesian Neural Network Hardware Design

no code implementations • 16 Nov 2019 • Akul Malhotra, Sen Lu, Kezhou Yang, Abhronil Sengupta

Uncertainty plays a key role in real-time machine learning.

All-Spin Bayesian Neural Networks

no code implementations • 13 Nov 2019 • Kezhou Yang, Akul Malhotra, Sen Lu, Abhronil Sengupta

Probabilistic machine learning enabled by the Bayesian formulation has recently gained significant attention in the domain of automated reasoning and decision-making.

Emerging Technologies