Always sparse. Never dense. But never say never. A Sparse Training repository for the Adaptive Sparse Connectivity concept and its algorithmic instantiation, i.e. Sparse Evolutionary Training, to boost Deep Learning scalability on various aspects (e.g. memory and computational time efficiency, representation and generalization power).
deep-neural-networks
sparsity
deep-learning
scalability
randomization
neuroevolution
deep-learning-algorithms
classification
evolutionary-algorithms
artificial-neural-networks
restricted-boltzmann-machine
complex-networks
deep-learning-papers
multi-layer-perceptron
generative-models
sparse-neural-networks
scalable-deep-learning
sparse-training
sparse-evolutionary-training
adaptive-sparse-connectivity
-
Updated
Jul 21, 2021 - Python