PyPI 官网下载 | pyds2021-0.86.tar.gz

RcTorch ========= A Pytorch toolset for creating and optimizing Echo State Networks. >License: 2020-2021 MIT >Authors: Hayden Joy, Marios Mattheakis Contains: - A ESN Reservoir architecture class "esn.py" - Bayesian Optimization (BO) class "esn_cv.py" with optimized routines for Echo State Nets through `Botorch` (GPU optimized), can train multiple RCs in parellel durring BO - an implimentation of the TURBO-1 algorithm as outlined in this paper: https://github.com/uber-research/TuRBO - Capable of solving differential equations (the population equation, the bernoulli equation, a simple harmonic oscillator and a nonlinear oscillator) Reference to prior instantiation: This library is an extension and expansion of a previous library written by Reinier Maat: https://github.com/1Reinier/Reservoir 2018 International Joint Conference on Neural Networks (IJCNN), pp. 1-7. IEEE, 2018 https://arxiv.org/abs/1903.05071 ## For example usage please see the notebooks folder.