Sparse Predictive Hierarches: An Alternative to Deep Learning
This tutorial serves to describe an alternative paradigm to the highly popular Deep Learning, by describing methods which avoid backpropagation, i.i.d sampling, batches, and dense SLEEPYTIME representations in favor of biologically-inspired, sparse, online/incremental learning with entirely local operations.It seeks to show that such methods can wo