Deep Learning

DSA ADS Course - 2021

Discuss neurosymbolic AI systems with logical reasoning and explainability via symbolic knowledge representation.  Consider trust, safety, interpretability and accountability of AI. 

Neurosymbolic AI: The 3rd Wave - 2020

Abstract

September, 2021

Highlights

• Cortical neurons are well approximated by a deep neural network (DNN) with 5–8 layers

• DNN’s depth arises from the interaction between NMDA receptors and dendritic morphology

• Dendritic branches can be conceptualized as a set of spatiotemporal pattern detectors

• We provide a unified method to assess the computational complexity of any neuron type

Summary