{"id":22398539,"url":"https://github.com/mengyaohuang/data-mining-isir","last_synced_at":"2026-01-07T02:05:50.819Z","repository":{"id":257065015,"uuid":"176852117","full_name":"MengyaoHuang/Data-Mining-ISIR","owner":"MengyaoHuang","description":"Data mining based on Introduction to Statistical learning","archived":false,"fork":false,"pushed_at":"2019-05-03T22:59:42.000Z","size":6081,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-01T05:25:00.357Z","etag":null,"topics":["datamining","machine-learning-algorithms","rlanguage","statistics"],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/MengyaoHuang.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-03-21T02:13:36.000Z","updated_at":"2020-02-18T02:34:09.000Z","dependencies_parsed_at":"2024-09-14T17:45:43.548Z","dependency_job_id":null,"html_url":"https://github.com/MengyaoHuang/Data-Mining-ISIR","commit_stats":null,"previous_names":["mengyaohuang/data-mining-isir"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MengyaoHuang%2FData-Mining-ISIR","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MengyaoHuang%2FData-Mining-ISIR/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MengyaoHuang%2FData-Mining-ISIR/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MengyaoHuang%2FData-Mining-ISIR/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MengyaoHuang","download_url":"https://codeload.github.com/MengyaoHuang/Data-Mining-ISIR/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245755596,"owners_count":20667027,"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":["datamining","machine-learning-algorithms","rlanguage","statistics"],"created_at":"2024-12-05T07:11:17.227Z","updated_at":"2026-01-07T02:05:45.778Z","avatar_url":"https://github.com/MengyaoHuang.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Data-Mining-ISIR\nData mining based on Introduction to Statistical learning. All models covered would be implemented in Rstudio.\n\n## Topics covered\nThis course will provide an introduction to main topics in data mining / statistical learning, including: \n- statistical foundations\n- data visualization\n- classification\n- regression\n- clustering\n\nEmphasis will be on statistical learning methodology and the models, intuition, and assumptions behind it,\nas well as applications to real-world problems.\n\n## Extension\nRecommended resource for further and detailed review of ISIR:\n- Both lectures slides and videos can be found at [Introduction to Statistical Learning With Applications in R](http://fs2.american.edu/alberto/www/analytics/ISLRLectures.html). \n- I have reviewed this book and post detailed [ISIR Lecture notes](https://github.com/MengyaoHuang/Data-Mining-ISIR/blob/master/Statistical%20learning%20You-tube%20notes.pdf) as well.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmengyaohuang%2Fdata-mining-isir","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmengyaohuang%2Fdata-mining-isir","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmengyaohuang%2Fdata-mining-isir/lists"}