{"id":17250053,"url":"https://github.com/stevenabreu7/handson_reservoir","last_synced_at":"2025-04-14T05:32:31.746Z","repository":{"id":37477924,"uuid":"438595806","full_name":"stevenabreu7/handson_reservoir","owner":"stevenabreu7","description":"Repository for paper \"Hands-on reservoir computing\" (NCE, 2022)","archived":false,"fork":false,"pushed_at":"2023-03-22T09:32:54.000Z","size":7929,"stargazers_count":27,"open_issues_count":0,"forks_count":10,"subscribers_count":4,"default_branch":"main","last_synced_at":"2025-03-27T19:54:19.218Z","etag":null,"topics":["machine-learning","physical-computing","reservoir","reservoir-computing","tutorial"],"latest_commit_sha":null,"homepage":"https://iopscience.iop.org/article/10.1088/2634-4386/ac7db7/meta","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/stevenabreu7.png","metadata":{"files":{"readme":"README.md","changelog":null,"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":"2021-12-15T10:57:24.000Z","updated_at":"2025-01-25T15:37:19.000Z","dependencies_parsed_at":"2022-08-24T14:25:31.126Z","dependency_job_id":null,"html_url":"https://github.com/stevenabreu7/handson_reservoir","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/stevenabreu7%2Fhandson_reservoir","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/stevenabreu7%2Fhandson_reservoir/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/stevenabreu7%2Fhandson_reservoir/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/stevenabreu7%2Fhandson_reservoir/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/stevenabreu7","download_url":"https://codeload.github.com/stevenabreu7/handson_reservoir/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248826851,"owners_count":21167766,"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":["machine-learning","physical-computing","reservoir","reservoir-computing","tutorial"],"created_at":"2024-10-15T06:46:02.797Z","updated_at":"2025-04-14T05:32:30.712Z","avatar_url":"https://github.com/stevenabreu7.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Hands-on reservoir computing\n\nRepository for the paper \"Hands-on reservoir computing: a tutorial for practical implementation\" (Neuromorphic Computing and Engineering, 2022), [link to paper](https://iopscience.iop.org/article/10.1088/2634-4386/ac7db7/meta).\n\nPlease see the [handson_tutorial](./handson_tutorial.ipynb) notebook for a hands-on tutorial that walks through the setup, training, and optimization of a physical reservoir system, using a blackbox simulated reservoir (found in the [reservoir](./reservoir.py) Python script) as a stand-in for a physical reservoir. The tutorial uses the [Iris dataset](https://en.wikipedia.org/wiki/Iris_flower_data_set) which can be downloaded via the [UCI ML Repository](https://archive-beta.ics.uci.edu/ml/datasets/iris) or via [Kaggle](https://www.kaggle.com/datasets/uciml/iris) (registration may be required). It is already available as a [CSV file](./iris.csv) in this repository.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstevenabreu7%2Fhandson_reservoir","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fstevenabreu7%2Fhandson_reservoir","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fstevenabreu7%2Fhandson_reservoir/lists"}