{"id":18370394,"url":"https://github.com/roland-ka/juliaformltutorial","last_synced_at":"2025-04-10T21:25:12.833Z","repository":{"id":186766098,"uuid":"470699564","full_name":"roland-KA/JuliaForMLTutorial","owner":"roland-KA","description":"A tutorial that shows how Julia and its ecosystem can be used for Machine Learning","archived":false,"fork":false,"pushed_at":"2022-03-17T21:04:26.000Z","size":50,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-15T21:18:45.378Z","etag":null,"topics":["julia","machine-learning","tutorial"],"latest_commit_sha":null,"homepage":"","language":"Julia","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/roland-KA.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,"governance":null}},"created_at":"2022-03-16T18:09:01.000Z","updated_at":"2022-03-20T03:59:19.000Z","dependencies_parsed_at":"2023-08-07T17:10:04.598Z","dependency_job_id":null,"html_url":"https://github.com/roland-KA/JuliaForMLTutorial","commit_stats":null,"previous_names":["roland-ka/juliaformltutorial"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roland-KA%2FJuliaForMLTutorial","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roland-KA%2FJuliaForMLTutorial/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roland-KA%2FJuliaForMLTutorial/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roland-KA%2FJuliaForMLTutorial/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/roland-KA","download_url":"https://codeload.github.com/roland-KA/JuliaForMLTutorial/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248299800,"owners_count":21080608,"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":["julia","machine-learning","tutorial"],"created_at":"2024-11-05T23:38:53.139Z","updated_at":"2025-04-10T21:25:12.815Z","avatar_url":"https://github.com/roland-KA.png","language":"Julia","readme":"# JuliaForMLTutorial\n\nI have published in *Towards Data Science* the following tutorial that shows how Julia and its ecosystem can be used for Machine Learning:\n- [Part I - *Analyzing the Glass dataset*](https://towardsdatascience.com/part-i-analyzing-the-glass-dataset-c556788a496f) concentrates on how data can be preprocessed, analyzed and visualized using packages like `ScientificTypes`, `DataFrames`, `StatsBase` and `StatsPlots`.\n- [Part II - *Using a Decision Tree*](https://towardsdatascience.com/part-ii-using-a-decision-tree-ddffa4004e47) focuses on the core of the ML workflow: How to choose a model and how to use it for training, predicting and evaluating. This part relies mainly on the package `MLJ` (= Machine Learning in Julia).\n- [Part III - *If things are not 'ready to use'*](https://towardsdatascience.com/part-iii-if-things-are-not-ready-to-use-59d2db378bec) explains how easy it is to create your own solution with a few lines of code, if the packages available don't offer all the functionality you need.\n\nIn this repository you find for each of the three parts a Pluto notebook (in `notebooks`) with all code examples used in the tutorial.\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Froland-ka%2Fjuliaformltutorial","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Froland-ka%2Fjuliaformltutorial","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Froland-ka%2Fjuliaformltutorial/lists"}