{"id":17153807,"url":"https://github.com/bradleyboehmke/learninganalytics","last_synced_at":"2025-10-19T05:01:43.782Z","repository":{"id":115284876,"uuid":"90761394","full_name":"bradleyboehmke/learningAnalytics","owner":"bradleyboehmke","description":"An R package that provides a structured learning environment to deliver tutorials covering various statistical learning techniques","archived":false,"fork":false,"pushed_at":"2017-05-30T21:05:57.000Z","size":7880,"stargazers_count":3,"open_issues_count":0,"forks_count":4,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-06-04T20:25:34.775Z","etag":null,"topics":["data-science","education","r","statistical-learning","teaching"],"latest_commit_sha":null,"homepage":"https://bradleyboehmke.github.io/learningAnalytics/","language":"HTML","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/bradleyboehmke.png","metadata":{"files":{"readme":"README.Rmd","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}},"created_at":"2017-05-09T15:20:26.000Z","updated_at":"2023-02-18T16:45:43.000Z","dependencies_parsed_at":null,"dependency_job_id":"6990902e-9337-46e2-b852-68deb8eae2aa","html_url":"https://github.com/bradleyboehmke/learningAnalytics","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/bradleyboehmke/learningAnalytics","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bradleyboehmke%2FlearningAnalytics","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bradleyboehmke%2FlearningAnalytics/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bradleyboehmke%2FlearningAnalytics/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bradleyboehmke%2FlearningAnalytics/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bradleyboehmke","download_url":"https://codeload.github.com/bradleyboehmke/learningAnalytics/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bradleyboehmke%2FlearningAnalytics/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":259410149,"owners_count":22852970,"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":["data-science","education","r","statistical-learning","teaching"],"created_at":"2024-10-14T21:47:22.642Z","updated_at":"2025-10-19T05:01:38.739Z","avatar_url":"https://github.com/bradleyboehmke.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"---\noutput: github_document\n---\n\n\u003c!-- README.md is generated from README.Rmd. Please edit that file --\u003e\n\n```{r, echo = FALSE}\nknitr::opts_chunk$set(\n  collapse = TRUE,\n  comment = \"#\u003e\",\n  fig.path = \"README-\"\n)\n```\n\n# learningAnalytics\n \n\n**Author:** [Brad Boehmke](http://bradleyboehmke.github.io/)\u003cbr/\u003e\n**License:** [GPL (\u003e= 2)](https://opensource.org/licenses/gpl-license)\n\n\n`learningAnalytics` is an R package that provides a structured learning environment to deliver tutorials covering various statistical learning techniques.\n\n## Installation\n\nYou can install `learningAnalytics` straight from GitHub with:\n\n```\nif (packageVersion(\"devtools\") \u003c 1.6) {\n  install.packages(\"devtools\")\n}\n\ndevtools::install_github(\"bradleyboehmke/learningAnalytics\")\n```\n\n## Start Learning\n\n`learningAnalytics` provides several tutorials covering common analytic techniques:\n\n1. \"Hello\": An introduction to `learningAnalytics`\n2. \"EDA\": Exploratory Data Analysis\n3. \"Unsupervised\": Principal Components Analysis \u0026 Cluster Analysis\n4. \"Linear Regression\": Linear Regression\n5. \"Supervised Classification\": Logistic Regression \u0026 Discriminant Analysis\n6. \"Resampling\": Leave-One-Out Cross-Validation, *k*-Fold Cross Validation, \u0026 Bootstrapping\n7. \"Model Selection\": Best Subset \u0026 Stepwise Selection for Linear Models\n\nTo start learning just use the `get_tutorial` function to activate the desired tutorial:\n\n```\nlibrary(learningAnalytics)\n\nget_tutorial(\"Hello\")\n```\n\nEnjoy!\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbradleyboehmke%2Flearninganalytics","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbradleyboehmke%2Flearninganalytics","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbradleyboehmke%2Flearninganalytics/lists"}