{"id":14958281,"url":"https://github.com/anfany/machine-learning-for-beginner-by-python3","last_synced_at":"2025-04-05T05:07:15.924Z","repository":{"id":39121707,"uuid":"124500800","full_name":"Anfany/Machine-Learning-for-Beginner-by-Python3","owner":"Anfany","description":"为机器学习的入门者提供多种基于实例的sklearn、TensorFlow以及自编函数(AnFany)的ML算法程序。","archived":false,"fork":false,"pushed_at":"2021-10-16T08:32:33.000Z","size":34692,"stargazers_count":434,"open_issues_count":3,"forks_count":251,"subscribers_count":20,"default_branch":"master","last_synced_at":"2025-04-05T05:06:57.506Z","etag":null,"topics":["algorithm","beginner","machine-learning","practical-applications","python","python3","sklearn","sklearn-tensorflow-ml","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Python","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/Anfany.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}},"created_at":"2018-03-09T06:55:55.000Z","updated_at":"2025-03-22T07:56:27.000Z","dependencies_parsed_at":"2022-09-01T14:51:01.109Z","dependency_job_id":null,"html_url":"https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3","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/Anfany%2FMachine-Learning-for-Beginner-by-Python3","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Anfany%2FMachine-Learning-for-Beginner-by-Python3/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Anfany%2FMachine-Learning-for-Beginner-by-Python3/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Anfany%2FMachine-Learning-for-Beginner-by-Python3/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Anfany","download_url":"https://codeload.github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247289428,"owners_count":20914464,"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":["algorithm","beginner","machine-learning","practical-applications","python","python3","sklearn","sklearn-tensorflow-ml","tensorflow"],"created_at":"2024-09-24T13:16:40.273Z","updated_at":"2025-04-05T05:07:15.906Z","avatar_url":"https://github.com/Anfany.png","language":"Python","readme":"# Machine-Learning-for-Beginner-by-Python3\n\n为机器学习的入门者**提供多种基于实例的sklearn、TensorFlow以及自编函数(AnFany)的ML算法程序**。只要数据格式和例子的中的一样，程序可灵活调用。\n\n![image](https://img.shields.io/badge/Language-Python3-red.svg)\t![image](https://img.shields.io/badge/license-MIT-000000.svg)\n\n\n\n### 入门篇\n\n* **Linear Regression (线性回归)**  \n\n    + **实例：[波士顿房屋价格预测](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Linear%20Regression)**\n* **Logistic Regression (逻辑回归)**  \n    + **实例：[心脏病预测](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Logistic%20Regression)**\n* **Softmax Regression (Softmax 回归)**  \n    + **实例：[鸢尾花分类](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Softmax%20Regression)**\n* **Kmeans++ Cluster (K均值++ 聚类)**\n     + **实例：[葡萄酒聚类](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Kmeans%20Cluster)**\n\n\n### 初级篇 \n\n* **理论推导**\n     + **[BP Neutral Net (反向传播神经网络)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/BPNN/readme.md)**\n     + **[SVM (支持向量机)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/SVM)**\n     + **[Desicion Tree (决策树CART)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Decision%20Tree)**\n     \n \n*  **实例**\n    + **北京市Pm2.5预测**\n        + **[BP Neutral Net (反向传播神经网络)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/BPNN/BPNN_Regression)**\n        + **[SVM (支持向量机)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/SVM/SVM_Regression)**\n        + **[Desicion Tree (决策树CART)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Decision%20Tree/DT_Regression)**\n               \n   + **成年人收入分类\u0026Mnist手写数字识别\u0026心脏病预测**\n        + **[BP Neutral Net (反向传播神经网络)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/BPNN/BPNN_Classify)**\n        + **[SVM (支持向量机)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/SVM/SVM_Classify/readme.md)**        \n        + **[Desicion Tree (决策树CART)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/Decision%20Tree/DT_Classify/readme.md)**\n\n### 中级篇(集成方法)\n\n* **[Bagging](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Bagging)**  \n     + **[随机森林](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Bagging/Random_Forest)**\n* **[Boosting](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting)**  \n     + **[AdaBoost](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/AdaBoost)**\n     + **[GBDT](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/GBDT)**\n     + **[XGBoost](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/XGBoost)**\n     + **[LightGBM](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/LightGBM)**  \n     + **[CatBoost](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/CatBoost)** \n\n* **[Stacking](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/Stacking/readme.md)**\n     + **[Stacking](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/Stacking/readme.md)**\n     \n* **[Blending](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Blending)**\n     + **[Blending](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Blending)**     \n\n   \n### 高级篇\n\n\n* **[卷积神经网络](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/CNN)**\n\n     + **LeNet**\n     + **AlexNet**\n     + **ZF Net**\n     + **GoogLeNet**  \n     + **VGGNet** \n     \n*  **CNN实战**\n    + **[0到9数字手势识别](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/CNN/PaddlePaddle/PaddlePaddle%E5%AE%9E%E6%88%98%E7%B3%BB%E5%88%97%E9%A1%B9%E7%9B%AE1%EF%BC%9A%E5%88%A9%E7%94%A8%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%AE%9E%E7%8E%B00%E5%88%B09%E6%89%8B%E5%8A%BF%E8%AF%86%E5%88%AB.md)**\n\n* **循环神经网络**\n\n\n* **深层神经网路**\n\n\n### 进阶篇\n\n* **强化学习**\n\n\n### 应用篇\n\n* **NLP**\n* **机器视觉**\n \n \n\n------------\n扫描下方二维码，关注获取更多。\n\n![image](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/pythonfan_anfany.jpg)\n\n* **```Join In \u0026  Make Progress Together：```**\n\n    + **```QQ：459151137```**\n    + **```QQ群：226572896```**\n    + **```微信：Guoguoaif```**\n    + **```公众号：pythonfan```**\n    + **```邮箱：anxinguoguo@126.com```**\n    \n    \n---------------------\n    \n\n\n\n\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanfany%2Fmachine-learning-for-beginner-by-python3","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanfany%2Fmachine-learning-for-beginner-by-python3","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanfany%2Fmachine-learning-for-beginner-by-python3/lists"}