{"id":16706911,"url":"https://github.com/findmyway/bayesian-analysis-with-python","last_synced_at":"2025-11-03T17:53:14.642Z","repository":{"id":74478695,"uuid":"84530659","full_name":"findmyway/Bayesian-Analysis-with-Python","owner":"findmyway","description":"《用Python做贝叶斯分析》","archived":false,"fork":false,"pushed_at":"2017-05-19T02:30:26.000Z","size":12881,"stargazers_count":97,"open_issues_count":0,"forks_count":33,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-03-18T04:51:20.620Z","etag":null,"topics":["bayesian-analysis","data-analysis","python"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/findmyway.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":"2017-03-10T07:11:55.000Z","updated_at":"2024-11-29T08:55:39.000Z","dependencies_parsed_at":"2023-03-11T10:00:12.965Z","dependency_job_id":null,"html_url":"https://github.com/findmyway/Bayesian-Analysis-with-Python","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/findmyway%2FBayesian-Analysis-with-Python","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/findmyway%2FBayesian-Analysis-with-Python/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/findmyway%2FBayesian-Analysis-with-Python/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/findmyway%2FBayesian-Analysis-with-Python/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/findmyway","download_url":"https://codeload.github.com/findmyway/Bayesian-Analysis-with-Python/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244865987,"owners_count":20523441,"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":["bayesian-analysis","data-analysis","python"],"created_at":"2024-10-12T19:36:47.669Z","updated_at":"2025-11-03T17:53:14.602Z","avatar_url":"https://github.com/findmyway.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 用Python做贝叶斯分析\n\r\n本书代码部分使用的是Python3.5以上的版本，因此建议你使用Python3的最新版，尽管本书的大部分代码都能在更早的版本上运行（包括Python2.7，不过可能需要稍微修改下）。\n\n安装Python和Python库最简单的方法是使用Anaconda（一个用于科学计算的软件），你可以从这里了解和下载Anaconda [https://www.continuum.io/downloads](https://www.continuum.io/downloads)。在安装好Anaconda之后，可以使用`conda install 库的名称`来安装相关的Python库。\n\n本书会用到以下Python库：\n\n- Ipython 5.0\n- NumPy 1.11.1\n- SciPy 0.18.1\n- Pandas 0.18.1\n- Matplotlib 1.5.3\n- Seaborn 0.7.1\n- PyMC3 3.1rc3\n\n注意：\n\n1. 如果你已经安装了Python2.7版本的Anaconda，可以通过执行`conda create -n py3 python=3 anaconda`增加一个py3的环境，然后运行`source activate py3`切换过去，运行完代码之后，执行`source deactivate`切回去。\n\n2. 通过`pip install pymc3`安装的PyMC3版本会比较旧，建议直接运行`pip install git+https://github.com/pymc-devs/pymc3`安装。\r\n\r\n## 相关书籍\n\r\n- [贝叶斯方法：概率编程与贝叶斯推断](http://www.epubit.com.cn/book/details/4274)\r\n- [概率编程实战](http://www.epubit.com.cn/book/details/4366)\r\n- [Statistical Rethinking](https://book.douban.com/subject/26607925/)\n- [Doing Bayesian Data Analysis, Second Edition](https://book.douban.com/subject/26206378/)\n- [Bayesian Data Analysis, Third Edition](https://book.douban.com/subject/17380364/)\n\r\n## 建议和反馈\n\r\n请直接提[issue](https://github.com/findmyway/Bayesian-Analysis-with-Python/issues)。\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffindmyway%2Fbayesian-analysis-with-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffindmyway%2Fbayesian-analysis-with-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffindmyway%2Fbayesian-analysis-with-python/lists"}