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https://github.com/anfany/machine-learning-for-beginner-by-python3
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。
https://github.com/anfany/machine-learning-for-beginner-by-python3
algorithm beginner machine-learning practical-applications python python3 sklearn sklearn-tensorflow-ml tensorflow
Last synced: 1 day ago
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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。
- Host: GitHub
- URL: https://github.com/anfany/machine-learning-for-beginner-by-python3
- Owner: Anfany
- License: mit
- Created: 2018-03-09T06:55:55.000Z (almost 7 years ago)
- Default Branch: master
- Last Pushed: 2021-10-16T08:32:33.000Z (about 3 years ago)
- Last Synced: 2025-01-11T22:12:22.162Z (1 day ago)
- Topics: algorithm, beginner, machine-learning, practical-applications, python, python3, sklearn, sklearn-tensorflow-ml, tensorflow
- Language: Python
- Homepage:
- Size: 33.1 MB
- Stars: 430
- Watchers: 21
- Forks: 251
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Machine-Learning-for-Beginner-by-Python3
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。
 
### 入门篇
* **Linear Regression (线性回归)**
+ **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)**
* **Logistic Regression (逻辑回归)**
+ **实例：[心脏病预测](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Logistic%20Regression)**
* **Softmax Regression (Softmax 回归)**
+ **实例：[鸢尾花分类](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Softmax%20Regression)**
* **Kmeans++ Cluster (K均值++ 聚类)**
+ **实例：[葡萄酒聚类](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Kmeans%20Cluster)**
### 初级篇
* **理论推导**
+ **[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)**
+ **[SVM (支持向量机)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/SVM)**
+ **[Desicion Tree (决策树CART)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Decision%20Tree)**
* **实例**
+ **北京市Pm2.5预测**
+ **[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)**
+ **[SVM (支持向量机)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/SVM/SVM_Regression)**
+ **[Desicion Tree (决策树CART)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Decision%20Tree/DT_Regression)**
+ **成年人收入分类&Mnist手写数字识别&心脏病预测**
+ **[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)**
+ **[SVM (支持向量机)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/SVM/SVM_Classify/readme.md)**
+ **[Desicion Tree (决策树CART)](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/Decision%20Tree/DT_Classify/readme.md)**
### 中级篇(集成方法)
* **[Bagging](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Bagging)**
+ **[随机森林](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Bagging/Random_Forest)**
* **[Boosting](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting)**
+ **[AdaBoost](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/AdaBoost)**
+ **[GBDT](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/GBDT)**
+ **[XGBoost](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/XGBoost)**
+ **[LightGBM](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/LightGBM)**
+ **[CatBoost](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Boosting/CatBoost)**
* **[Stacking](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/Stacking/readme.md)**
+ **[Stacking](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/blob/master/Stacking/readme.md)**
* **[Blending](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Blending)**
+ **[Blending](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/Blending)**
### 高级篇
* **[卷积神经网络](https://github.com/Anfany/Machine-Learning-for-Beginner-by-Python3/tree/master/CNN)**
+ **LeNet**
+ **AlexNet**
+ **ZF Net**
+ **GoogLeNet**
+ **VGGNet**
* **CNN实战**
+ **[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)**
* **循环神经网络**
* **深层神经网路**
### 进阶篇
* **强化学习**
### 应用篇
* **NLP**
* **机器视觉**
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