{"id":13526759,"url":"https://learnbyexample.github.io/py_resources/","last_synced_at":"2025-04-01T07:33:36.132Z","repository":{"id":41180109,"uuid":"290126235","full_name":"learnbyexample/py_resources","owner":"learnbyexample","description":"Collection of Python learning resources","archived":false,"fork":false,"pushed_at":"2025-03-14T07:06:12.000Z","size":2005,"stargazers_count":174,"open_issues_count":0,"forks_count":19,"subscribers_count":7,"default_branch":"master","last_synced_at":"2025-03-28T23:08:36.122Z","etag":null,"topics":["curated-list","data-science","learning","machine-learning","python","resources","scientific-computing"],"latest_commit_sha":null,"homepage":"https://learnbyexample.github.io/py_resources/","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc0-1.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/learnbyexample.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":"2020-08-25T05:53:38.000Z","updated_at":"2025-03-27T20:01:23.000Z","dependencies_parsed_at":"2024-01-17T09:18:33.521Z","dependency_job_id":"e4153e97-de4d-4097-a330-5a9648bdafd1","html_url":"https://github.com/learnbyexample/py_resources","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/learnbyexample%2Fpy_resources","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/learnbyexample%2Fpy_resources/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/learnbyexample%2Fpy_resources/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/learnbyexample%2Fpy_resources/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/learnbyexample","download_url":"https://codeload.github.com/learnbyexample/py_resources/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246600956,"owners_count":20803523,"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":["curated-list","data-science","learning","machine-learning","python","resources","scientific-computing"],"created_at":"2024-08-01T06:01:34.302Z","updated_at":"2025-04-01T07:33:31.120Z","avatar_url":"https://github.com/learnbyexample.png","language":null,"readme":"# Python resources for everybody\n\nhttps://learnbyexample.github.io/py_resources/ is a collection of Python **learning** resources. Many of the resources, especially the beginner ones, are free.\n\n:information_source: For a curated list of frameworks, libraries, software, etc, see [awesome-python](https://github.com/vinta/awesome-python)\n\n:warning: I don't have personal experience with majority of the resources mentioned, but have seen them recommended elsewhere. [Understanding Python re(gex)?](https://github.com/learnbyexample/py_regular_expressions), [100 Page Python Intro](https://github.com/learnbyexample/100_page_python_intro) and [Practice Python Projects](https://github.com/learnbyexample/practice_python_projects) are my own books.\n\n\u003cbr\u003e\n\n## Table of Contents\n\n* [Beginner resources](https://learnbyexample.github.io/py_resources/beginners.html)\n    * [New to programming](https://learnbyexample.github.io/py_resources/beginners.html#new-to-programming)\n    * [New to Python](https://learnbyexample.github.io/py_resources/beginners.html#new-to-python)\n    * [Courses with certificates](https://learnbyexample.github.io/py_resources/beginners.html#courses-with-certificates)\n    * [Exercises](https://learnbyexample.github.io/py_resources/beginners.html#exercises)\n    * [Projects](https://learnbyexample.github.io/py_resources/beginners.html#projects)\n    * [Debugging](https://learnbyexample.github.io/py_resources/beginners.html#debugging)\n    * [Tools, IDE and Text Editors](https://learnbyexample.github.io/py_resources/beginners.html#tools-ide-and-text-editors)\n    * [Cheatsheets](https://learnbyexample.github.io/py_resources/beginners.html#cheatsheets)\n    * [Documentation and getting help](https://learnbyexample.github.io/py_resources/beginners.html#documentation-and-getting-help)\n* [Specific features](https://learnbyexample.github.io/py_resources/specific.html)\n    * [Abstract Syntax Trees](https://learnbyexample.github.io/py_resources/specific.html#abstract-syntax-trees)\n    * [Async and concurrency](https://learnbyexample.github.io/py_resources/specific.html#async-and-concurrency)\n    * [Command line applications](https://learnbyexample.github.io/py_resources/specific.html#command-line-applications)\n    * [Context managers](https://learnbyexample.github.io/py_resources/specific.html#context-managers)\n    * [Decorators and closures](https://learnbyexample.github.io/py_resources/specific.html#decorators-and-closures)\n    * [Exception handling](https://learnbyexample.github.io/py_resources/specific.html#exception-handling)\n    * [Iterables, Generators, Yield, Itertools](https://learnbyexample.github.io/py_resources/specific.html#iterables-generators-yield-itertools)\n    * [Lambda](https://learnbyexample.github.io/py_resources/specific.html#lambda)\n    * [Lists and comprehensions](https://learnbyexample.github.io/py_resources/specific.html#lists-and-comprehensions)\n    * [Logging](https://learnbyexample.github.io/py_resources/specific.html#logging)\n    * [Memoization](https://learnbyexample.github.io/py_resources/specific.html#memoization)\n    * [OS interaction](https://learnbyexample.github.io/py_resources/specific.html#os-interaction)\n    * [Pattern matching](https://learnbyexample.github.io/py_resources/specific.html#pattern-matching)\n    * [Profiling code and speeding up Python](https://learnbyexample.github.io/py_resources/specific.html#profiling-code-and-speeding-up-python)\n    * [Python Packaging](https://learnbyexample.github.io/py_resources/specific.html#python-packaging)\n    * [Regular Expressions](https://learnbyexample.github.io/py_resources/specific.html#regular-expressions)\n    * [Socket Programming](https://learnbyexample.github.io/py_resources/specific.html#socket-programming)\n    * [Standard library](https://learnbyexample.github.io/py_resources/specific.html#standard-library)\n    * [Type annotations](https://learnbyexample.github.io/py_resources/specific.html#type-annotations)\n    * [Virtual Environments](https://learnbyexample.github.io/py_resources/specific.html#virtual-environments)\n* [Intermediate to Advanced resources](https://learnbyexample.github.io/py_resources/intermediate.html)\n    * [Intermediate](https://learnbyexample.github.io/py_resources/intermediate.html#intermediate)\n    * [Python talks](https://learnbyexample.github.io/py_resources/intermediate.html#python-talks)\n    * [Testing](https://learnbyexample.github.io/py_resources/intermediate.html#testing)\n    * [Algorithms and data structures](https://learnbyexample.github.io/py_resources/intermediate.html#algorithms-and-data-structures)\n    * [Design patterns](https://learnbyexample.github.io/py_resources/intermediate.html#design-patterns)\n    * [Advanced](https://learnbyexample.github.io/py_resources/intermediate.html#advanced)\n* [Domain specific resources](https://learnbyexample.github.io/py_resources/domain.html)\n    * [Bioinformatics](https://learnbyexample.github.io/py_resources/domain.html#bioinformatics)\n    * [Data Science and Data Analysis](https://learnbyexample.github.io/py_resources/domain.html#data-science-and-data-analysis)\n    * [GUI and Games](https://learnbyexample.github.io/py_resources/domain.html#gui-and-games)\n    * [Machine Learning](https://learnbyexample.github.io/py_resources/domain.html#machine-learning)\n    * [Robotics and Computer Vision](https://learnbyexample.github.io/py_resources/domain.html#robotics-and-computer-vision)\n    * [Scientific computing](https://learnbyexample.github.io/py_resources/domain.html#scientific-computing)\n    * [Web development](https://learnbyexample.github.io/py_resources/domain.html#web-development)\n    * [Miscellaneous domains](https://learnbyexample.github.io/py_resources/domain.html#miscellaneous-domains)\n* [Miscellaneous](https://learnbyexample.github.io/py_resources/miscellaneous.html)\n    * [Blogs](https://learnbyexample.github.io/py_resources/miscellaneous.html#blogs)\n    * [Modules and applications](https://learnbyexample.github.io/py_resources/miscellaneous.html#modules-and-applications)\n    * [Newsletters](https://learnbyexample.github.io/py_resources/miscellaneous.html#newsletters)\n    * [Podcasts](https://learnbyexample.github.io/py_resources/miscellaneous.html#podcasts)\n    * [Python learning lists](https://learnbyexample.github.io/py_resources/miscellaneous.html#python-learning-lists)\n\n\u003cbr\u003e\n\n## Acknowledgements\n\n* [mdBook](https://github.com/rust-lang/mdBook) — for converting markdown to web version\n* [mdBook-pagetoc](https://github.com/JorelAli/mdBook-pagetoc) — for adding table of contents\n* [minify-html](https://github.com/wilsonzlin/minify-html) — for minifying html files\n* [Warning](https://commons.wikimedia.org/wiki/File:Warning_icon.svg) and [Info](https://commons.wikimedia.org/wiki/File:Info_icon_002.svg) icons by [Amada44](https://commons.wikimedia.org/wiki/User:Amada44) under public domain\n* [Inkscape](https://inkscape.org/) — favicon\n* [canva](https://www.canva.com/) — poster\n* [pngquant](https://pngquant.org/), [svgcleaner](https://github.com/RazrFalcon/svgcleaner) — for optimizing images\n\n\u003cbr\u003e\n\n## License\n\nThis work is licensed under a [Creative Commons Zero v1.0 Universal License](https://github.com/learnbyexample/py_resources/blob/master/LICENSE)\n","funding_links":[],"categories":["Programming Languages"],"sub_categories":["Python"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/learnbyexample.github.io%2Fpy_resources%2F","html_url":"https://awesome.ecosyste.ms/projects/learnbyexample.github.io%2Fpy_resources%2F","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/learnbyexample.github.io%2Fpy_resources%2F/lists"}