{"id":19132607,"url":"https://github.com/bighuang624/ml-beginning-projects","last_synced_at":"2025-05-06T18:12:26.501Z","repository":{"id":107540021,"uuid":"118229655","full_name":"bighuang624/ML-beginning-projects","owner":"bighuang624","description":"基础的机器学习项目集，包含数据预处理、模型评估与选择、可视化以及分类算法等","archived":false,"fork":false,"pushed_at":"2018-11-19T11:35:12.000Z","size":3659,"stargazers_count":23,"open_issues_count":0,"forks_count":12,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-19T13:44:43.027Z","etag":null,"topics":["classification","machine-learning"],"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/bighuang624.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":"2018-01-20T09:41:29.000Z","updated_at":"2024-11-17T00:38:19.000Z","dependencies_parsed_at":null,"dependency_job_id":"f096572c-676c-442b-a01c-1b1db06eec23","html_url":"https://github.com/bighuang624/ML-beginning-projects","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/bighuang624%2FML-beginning-projects","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bighuang624%2FML-beginning-projects/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bighuang624%2FML-beginning-projects/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bighuang624%2FML-beginning-projects/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bighuang624","download_url":"https://codeload.github.com/bighuang624/ML-beginning-projects/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252741458,"owners_count":21797027,"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":["classification","machine-learning"],"created_at":"2024-11-09T06:19:03.331Z","updated_at":"2025-05-06T18:12:26.494Z","avatar_url":"https://github.com/bighuang624.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ML-beginning-projects\n\n最基础的机器学习项目集 \n\n## Iris Classification\n\n鸢尾花卉数据集分类，包含通过 pandas 和 sanborn 了解数据、划分数据、交叉验证、可视化调参过程、过程复用等环节。\n\n[查看代码](https://github.com/bighuang624/ML-beginning-projects/blob/master/Iris%20Classification.ipynb)\n\n[数据集来源](http://archive.ics.uci.edu/ml/machine-learning-databases/iris/)\n\n## NLTK Beginning\n\n简单了解自然语言工具包 NLTK。\n\n[查看代码](https://github.com/bighuang624/ML-beginning-projects/blob/master/NLTK%20Beginning.ipynb)\n\n## Titanic\n\nTitanic 生存预测比赛。[文件夹]((https://github.com/bighuang624/ML-beginning-projects/blob/master/Titanic))内包含数据以及三次提交的代码，查看 [README](https://github.com/bighuang624/ML-beginning-projects/blob/master/Titanic/README.md) 以了解代码。\n\n我对参加这个比赛的整个过程写了一篇[总结性的博客](http://kyonhuang.top/kaggle-titanic-1/)，欢迎查阅。\n\n## Pokemon\n\n暂时只是练一下数据可视化。但是我对这个数据集很感兴趣:)\n\n[查看代码](https://github.com/bighuang624/ML-beginning-projects/blob/master/Pokemon/Pokemon.ipynb)\n\n数据集来源：[Pokemon - Weedle's Cave](https://www.kaggle.com/terminus7/pokemon-challenge/data)\n\n## MNIST\n\n对经典的手写数字图片数据集的 Keras 深度学习分类实践代码\n\n## Pytorch-Attention\n\n用 Pytorch 写的基于 Attention 机制的翻译程序\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbighuang624%2Fml-beginning-projects","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbighuang624%2Fml-beginning-projects","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbighuang624%2Fml-beginning-projects/lists"}