{"id":28481374,"url":"https://github.com/masterdezign/rc","last_synced_at":"2025-07-04T19:31:09.600Z","repository":{"id":56876172,"uuid":"121894205","full_name":"masterdezign/rc","owner":"masterdezign","description":"Reservoir Computing, an RNN flavor ","archived":false,"fork":false,"pushed_at":"2020-10-08T20:05:27.000Z","size":266,"stargazers_count":7,"open_issues_count":0,"forks_count":1,"subscribers_count":4,"default_branch":"master","last_synced_at":"2024-04-25T23:22:01.128Z","etag":null,"topics":["esn","haskell","lsm","neural-networks","recurrent-neural-networks","reservoir-computing","rnn"],"latest_commit_sha":null,"homepage":"https://hackage.haskell.org/package/rc","language":"Haskell","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/masterdezign.png","metadata":{"files":{"readme":"README.md","changelog":"ChangeLog.md","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2018-02-17T21:29:58.000Z","updated_at":"2022-03-02T11:44:32.000Z","dependencies_parsed_at":"2022-08-20T22:00:46.608Z","dependency_job_id":null,"html_url":"https://github.com/masterdezign/rc","commit_stats":null,"previous_names":[],"tags_count":2,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/masterdezign%2Frc","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/masterdezign%2Frc/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/masterdezign%2Frc/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/masterdezign%2Frc/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/masterdezign","download_url":"https://codeload.github.com/masterdezign/rc/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/masterdezign%2Frc/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":258620327,"owners_count":22730530,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["esn","haskell","lsm","neural-networks","recurrent-neural-networks","reservoir-computing","rnn"],"created_at":"2025-06-07T20:07:00.622Z","updated_at":"2025-07-04T19:31:09.593Z","avatar_url":"https://github.com/masterdezign.png","language":"Haskell","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Reservoir Computing\n\nFacilitating RC research\n\n\n## Features\n\n* [Nonlinear transient computing (NTC)](https://github.com/masterdezign/rc/tree/master/examples/NTC)\n* Echo State Networks (ESNs) (upcoming)\n\n\n## Getting Started\n\nUse [Stack](http://haskellstack.org).\n\n     $ git clone https://github.com/masterdezign/rc.git \u0026\u0026 cd rc\n     $ stack build --install-ghc\n\n### [Example 1](https://github.com/masterdezign/rc/tree/master/examples/NTC). NTC, time series forecasting\n\n     $ stack exec ntc\n\n     Error: 3.1103181863915367e-3\n\nVisualize the prediction results:\n\n     $ python3 examples/NTC/plot.py\n\n![Figure](https://raw.githubusercontent.com/masterdezign/rc/master/examples/NTC/mg-prediction.png)\n\nGreat!\n\n\n## Further reading\n\n* Appeltant, L., et al. “Information Processing Using a Single\n  Dynamical Node as Complex System.” Nature Communications, vol. 2,\n  2011, p. 468., doi:10.1038/ncomms1476.\n* Larger, L., et al. “Photonic Information Processing beyond Turing: an Optoelectronic Implementation of Reservoir Computing.” Optics Express, vol. 20, no. 3, 2012, p. 3241., doi:10.1364/oe.20.003241.\n* Rabinovič, Mihail Izrailevič, et al. Principles of Brain Dynamics: Global State Interactions. The MIT Press, 2012.\n* Jaeger, H. “Harnessing Nonlinearity: Predicting Chaotic Systems and Saving Energy in Wireless Communication.” Science, vol. 304, no. 5667, Feb. 2004, pp. 78–80., doi:10.1126/science.1091277.\n* Bogdan Penkovsky. Theory and Modeling of Complex Nonlinear Delay Dynamics Applied to Neuromorphic Computing. Artificial Intelligence [cs.AI]. Université Bourgogne Franche-Comté, 2017. English. 〈tel-01591441v2〉\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmasterdezign%2Frc","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmasterdezign%2Frc","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmasterdezign%2Frc/lists"}