{"id":48921886,"url":"https://github.com/isshiki/machine-learning-with-python","last_synced_at":"2026-04-17T05:09:50.355Z","repository":{"id":218466858,"uuid":"746159478","full_name":"isshiki/machine-learning-with-python","owner":"isshiki","description":"連載『Pythonで学ぶ「機械学習」入門』（＠IT）で使用するノートブックが配布されているリポジトリです。","archived":false,"fork":false,"pushed_at":"2025-06-15T14:48:31.000Z","size":5029,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-15T15:38:51.935Z","etag":null,"topics":["data-science","machine-learning","machinelearning-python","python","scikit-learn"],"latest_commit_sha":null,"homepage":"https://atmarkit.itmedia.co.jp/ait/subtop/features/di/machinelearning_index.html","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/isshiki.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-01-21T08:36:38.000Z","updated_at":"2025-06-15T14:48:35.000Z","dependencies_parsed_at":"2024-04-18T08:40:37.334Z","dependency_job_id":"100d64db-0a05-4fef-ab41-ed9bc55e1160","html_url":"https://github.com/isshiki/machine-learning-with-python","commit_stats":{"total_commits":2,"total_committers":1,"mean_commits":2.0,"dds":0.0,"last_synced_commit":"3e82b0ceafbf501e68e8afc1d45c73ddbb4d7e08"},"previous_names":["isshiki/machine-learning-with-python"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/isshiki/machine-learning-with-python","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/isshiki%2Fmachine-learning-with-python","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/isshiki%2Fmachine-learning-with-python/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/isshiki%2Fmachine-learning-with-python/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/isshiki%2Fmachine-learning-with-python/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/isshiki","download_url":"https://codeload.github.com/isshiki/machine-learning-with-python/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/isshiki%2Fmachine-learning-with-python/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31915941,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-16T18:22:33.417Z","status":"online","status_checked_at":"2026-04-17T02:00:06.879Z","response_time":62,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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","machine-learning","machinelearning-python","python","scikit-learn"],"created_at":"2026-04-17T05:09:49.883Z","updated_at":"2026-04-17T05:09:50.349Z","avatar_url":"https://github.com/isshiki.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"machine-learning-with-python： Pythonで学ぶ「機械学習」入門\n===========================================================\n\n[連載『Pythonで学ぶ「機械学習」入門　』（＠IT）](https://atmarkit.itmedia.co.jp/ait/subtop/features/di/machinelearning_index.html)で使用するノートブックが配布されているリポジトリです。\n\n演習ノートブックの一覧\n----------------------------------------\n\n|回|テーマ|Colabで開く|概要|\n|---|---|---|---|\n|1|機械学習の基礎|演習[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/isshiki/machine-learning-with-python/blob/main/01-ml-basic/01_ml_basic_practice.ipynb)|Colabでコードを試したい時に便利なTipsと各ライブラリのバージョンチェック方法を紹介。|\n|2|scikit-learn入門＆使い方|演習[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/isshiki/machine-learning-with-python/blob/main/02-scikit-learn/02_scikit-learn_practice.ipynb)　|NumPy、pandas、Matplotlib、seaborn、scikit-learnの使い方を説明。|\n|3|線形回帰|演習[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/isshiki/machine-learning-with-python/blob/main/03-linear-regression/03_linear_regression.ipynb)　|scikit-learnを用いた線形回帰の実装と実践。|\n|4|正則化手法|演習[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/isshiki/machine-learning-with-python/blob/main/04-lasso-ridge-regression/04_lasso_ridge_regression.ipynb)　|scikit-learnを用いたラッソ回帰とリッジ回帰の実装と実践。|\n|5|ロジスティック回帰|演習[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/isshiki/machine-learning-with-python/blob/main/05-logistic-regression/05_logistic_regression.ipynb)　|scikit-learnを用いたロジスティック回帰（分類モデル）の実装と実践。|\n\nフォルダー名のルール\n----------------------------------------\n\n- フォルダー名は、`＜第何回か＞-＜各回のテーマ＞`というルールで決めており、例えば`01-ml-basic`は「第1回の機械学習の基礎」という意味です。\n\nライセンス\n----------------------------------------\n\n- Apache License 2.0\n- [ライセンスページ](https://github.com/isshiki/machine-learning-with-python/blob/main/LICENSE)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fisshiki%2Fmachine-learning-with-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fisshiki%2Fmachine-learning-with-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fisshiki%2Fmachine-learning-with-python/lists"}