{"id":20018576,"url":"https://github.com/bpesquet/mlhandbook","last_synced_at":"2025-05-04T23:31:17.477Z","repository":{"id":55638715,"uuid":"160211633","full_name":"bpesquet/mlhandbook","owner":"bpesquet","description":"(Phased out) My textbook for teaching Machine Learning","archived":false,"fork":false,"pushed_at":"2024-03-22T20:17:17.000Z","size":228641,"stargazers_count":38,"open_issues_count":18,"forks_count":9,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-08T14:07:21.529Z","etag":null,"topics":["deep-learning","jupyter-notebook","jupyterbook","kata","keras","machine-learning","nbgrader","numpy","python","pytorch","scikit-learn"],"latest_commit_sha":null,"homepage":"https://www.bpesquet.fr/mlhandbook/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/bpesquet.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}},"created_at":"2018-12-03T15:22:27.000Z","updated_at":"2024-03-22T20:31:26.000Z","dependencies_parsed_at":"2024-03-22T21:41:03.146Z","dependency_job_id":null,"html_url":"https://github.com/bpesquet/mlhandbook","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/bpesquet%2Fmlhandbook","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bpesquet%2Fmlhandbook/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bpesquet%2Fmlhandbook/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bpesquet%2Fmlhandbook/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bpesquet","download_url":"https://codeload.github.com/bpesquet/mlhandbook/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252414226,"owners_count":21744066,"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":["deep-learning","jupyter-notebook","jupyterbook","kata","keras","machine-learning","nbgrader","numpy","python","pytorch","scikit-learn"],"created_at":"2024-11-13T08:23:16.536Z","updated_at":"2025-05-04T23:31:12.456Z","avatar_url":"https://github.com/bpesquet.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"![Supported Python Versions](https://img.shields.io/badge/Python-\u003e=3.6-blue.svg?logo=python\u0026logoColor=white)\n[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)\n\n# Machine Learning Handbook\n\n\u003e This project is being phased out and replaced by [ainotes](https://github.com/bpesquet/ainotes).\n\nThis repository contains the source files for the [Machine Learning Handbook](https://www.bpesquet.fr/mlhandbook), my textbook for teaching Machine Learning. More info [here](index.md).\n\n## Development notes\n\n### Generating the site\n\nThe [website](https://www.bpesquet.fr/mlhandbook) is generated by [Jupyter Book](https://jupyterbook.org). After installing it, execute the following command in the root folder to generate the HTML output in the `_build` subdirectory:\n\n```bash\njupyter-book build .\n```\n\nA [GitHub action](.github/workflows/deploy.yaml) is used to publish this output as a website.\n\n### Adding or updating katas\n\nThe practical challenges, named _katas_, are generated with [nbgrader](https://nbgrader.readthedocs.io/) and contain missing answers. Teacher versions (corrections) live in a separate private repository.\n\nThe [mlkatas](https://github.com/bpesquet/mlkatas) repository is outdated. Its content has been merged into this repository.\n\n### Exporting a notebook to a PDF file\n\nUse [nbconvert](https://nbconvert.readthedocs.io) in the same directory as the source file:\n\n```bash\njupyter nbconvert --to PDF \u003cchapter_file_name\u003e.ipynb\n```\n\n\u003e For now, GIF files must be replaced by their PNG counterparts before launching the conversion process.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbpesquet%2Fmlhandbook","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbpesquet%2Fmlhandbook","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbpesquet%2Fmlhandbook/lists"}