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2020-jocn-efficient-ml

Repository containing the implementation of the work published in JOCN. The work studies the impact of using dimensionality reduction methods to the identification of attacks and anomalies in optical networks.

bidirectional-deep-readout-echo-state-network

book2_beauty-of-data-visualization

Book_2_《可视之美》 | 鸢尾花书：从加减乘除到机器学习；开始上传PDF草稿、Jupyter笔记。文件还会经过至少两轮修改，改动会很大，大家注意下载最新版本。请多提意见，谢谢

charc

Source code for the CHAracterisation of Reservoir Computers (CHARC) framework

charc-concept

Source code for the CHAracterisation of Reservoir Computers (CHARC) framework

ddeint

Scipy-based Delay Differential Equation (DDE) solver

deepesn

Deep Reservoir Computing

deeplearning.ai

deeplearning.ai , By Andrew Ng, All slide and notebook + code and some material.

deeplearning_ai_books

deeplearning.ai（吴恩达老师的深度学习课程笔记及资源）

dropin-esn

This repository contains the code used to produce the results presented in the IJCNN 2017 paper "DropIn: Making Reservoir Computing Neural Networks Robust to Missing Inputs by Dropout" by D. Bacciu, F. Crecchi (University of Pisa) and D. Morelli (Biobeats LTD).

easyesn

Python library for Reservoir Computing using Echo State Networks

echo-state-network

Matlab implementation of Echo State Network (reservoir computing)

echo-state-network-with-intrinsic-plasticity

A MATLAB implementation of an Echo State Network, using an unsupervised learning rule for pre-training the reservoir called Intrinsic Plasticity.

echostatenetworks

Implements Echo State Networks, a machine learning concept from reservoir computing (Version: Prerelease)

echotorch

A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module available to easily create Deep Reservoir Computing models.

elmarc

Repository containg experiments with Extreme Learning Machines And Reservoir Computing, ELMARC.

extended-oger

Enriching ORGANIC Reservoir Computing Engine (Oger) with new models of the ESN state of the art

gradation-thesis

A Secure Transmission Scheme Based on Chaotic Coding

hybrid-reservoir-computing

simplified hybrid reservoir computing code

icons-reservoir-computing

Reservoir Computing Workshop for ICONS 2018

lasercoherenceanalyser

Open source Matlab Software for the investigation of laser coherence from heterodyne beating

massively-parallel-reservoir-computing

Using Blue-Gene-Q at RPI, make a reservoir computing algorithm on MNIST Dataset

mml-book.github.io

Companion webpage to the book "Mathematics For Machine Learning"

narma10-system-identification

A system Identification task using a Recurrent Neural Network is performed making use of the Reservoir Computing paradigm.

ne_3d_cnn

notehighlight2016

Source code syntax highlighting for OneNote 2016. NoteHighlight 2013 port for OneNote 2016 (32-bit and 64-bit)

numerical-tours

Numerical Tours of Signal Processing

oger

Oger is a toolbox mainly used for Reservoir Computing neural networks, such as Echo State Networks (ESN) and Liquid State Machines (LSM)

oger-1

Oger is a Reservoir Computing Toolbox for Reservoir Computing, this is an augmented version to support more options and sparse matrices for NLP tasks

parallel-reservoir-computing-network

A massively parallel echo state network to classify the MNIST dataset