Machine-Learning-Algorithm

I am now challenging myself to write a series of machine learning, deep learning, and artificial intelligence articles. These procject are some of the sample code. I hope you can enjoy in using my project！

Provide feedback

Saved searches

Use saved searches to filter your results more quickly

Repository files navigation

Machine-Learning-Algorithm

About

Releases

Packages

Languages

Name		Name	Last commit message	Last commit date
Latest commit History 141 Commits
K維樹(KD Tree).ipynb		K維樹(KD Tree).ipynb
README.md		README.md
k-平均演算法(k-Mean Clustering).ipynb		k-平均演算法(k-Mean Clustering).ipynb
k-鄰近演算法分類(k-Nearest Neighbor Classification).ipynb		k-鄰近演算法分類(k-Nearest Neighbor Classification).ipynb
k-鄰近演算法回歸(k-Nearest Neighbor Regression).ipynb		k-鄰近演算法回歸(k-Nearest Neighbor Regression).ipynb
k鄰近搜尋(k-Nearest Neighbor Search).ipynb		k鄰近搜尋(k-Nearest Neighbor Search).ipynb
t-隨機鄰近嵌入法(t-distributed stochastic neighbor embedding).ipynb		t-隨機鄰近嵌入法(t-distributed stochastic neighbor embedding).ipynb
主成分分析-最大化變異數觀點(Principal Component Analysis – Maximum Variance Prospective).ipynb		主成分分析-最大化變異數觀點(Principal Component Analysis – Maximum Variance Prospective).ipynb
主成分分析-最小化平方差觀點 (Principal Component Analysis – Minimum MSE Prospective).ipynb		主成分分析-最小化平方差觀點 (Principal Component Analysis – Minimum MSE Prospective).ipynb
二次判別分析(Quadratic Discriminant Analysis).ipynb		二次判別分析(Quadratic Discriminant Analysis).ipynb
交叉驗證(Cross Validation).ipynb		交叉驗證(Cross Validation).ipynb
保序回歸(Isotonic Regression).ipynb		保序回歸(Isotonic Regression).ipynb
偏最小平方回歸 (Partial Least Square Regression).ipynb		偏最小平方回歸 (Partial Least Square Regression).ipynb
偏最小平方奇異值分解(Partial Least Square Singular Vectors Decomposition)¶.ipynb		偏最小平方奇異值分解(Partial Least Square Singular Vectors Decomposition)¶.ipynb
典型相關分析(Canonical Correlation Analysis).ipynb		典型相關分析(Canonical Correlation Analysis).ipynb
利用層次方法的平衡迭代規約和聚類(Balanced Iterative Reducing and Clustering using Hierarchies).ipynb		利用層次方法的平衡迭代規約和聚類(Balanced Iterative Reducing and Clustering using Hierarchies).ipynb
區域性切空間排列(Local Tangent Space Alignment).ipynb		區域性切空間排列(Local Tangent Space Alignment).ipynb
區域性異常因子(Local Outlier Factor).ipynb		區域性異常因子(Local Outlier Factor).ipynb
半徑鄰近演算法分類(Radius Neighbor Classification).ipynb		半徑鄰近演算法分類(Radius Neighbor Classification).ipynb
半徑鄰近演算法回歸(Radius Neighbor Regression).ipynb		半徑鄰近演算法回歸(Radius Neighbor Regression).ipynb
半正定嵌入演算法(Semidefinite Embedding).ipynb		半正定嵌入演算法(Semidefinite Embedding).ipynb
單類別支撐向量機(One Class Support Vector Machine).ipynb		單類別支撐向量機(One Class Support Vector Machine).ipynb
因素分析(Factor Analysis).ipynb		因素分析(Factor Analysis).ipynb
均值偏移(Mean-Shift).ipynb		均值偏移(Mean-Shift).ipynb
基於密度之含噪空間聚類法(Density-Based Spatial Clustering of Applications with Noise).ipynb		基於密度之含噪空間聚類法(Density-Based Spatial Clustering of Applications with Noise).ipynb
基於密度之含噪空間階層聚類法(Hierarchical Density-Based Spatial Clustering of Applications with Noise).ipynb		基於密度之含噪空間階層聚類法(Hierarchical Density-Based Spatial Clustering of Applications with Noise).ipynb
基於密度聚類(Density-Based Clustering).ipynb		基於密度聚類(Density-Based Clustering).ipynb
基於聚類區域性異常因子(Cluster Based LOF).ipynb		基於聚類區域性異常因子(Cluster Based LOF).ipynb
基於距離離群值因子(Distance-based Outliers).ipynb		基於距離離群值因子(Distance-based Outliers).ipynb
基於連接異常因子分析(Connectivity-Based Outlier Factor).ipynb		基於連接異常因子分析(Connectivity-Based Outlier Factor).ipynb
堆疊分類(Stacking Classifier).ipynb		堆疊分類(Stacking Classifier).ipynb
堆疊回歸(Stacking Regressor).ipynb		堆疊回歸(Stacking Regressor).ipynb
多圍標度(Multidimensional Scaling).ipynb		多圍標度(Multidimensional Scaling).ipynb
多維標度(Multidimensional Scaling).ipynb		多維標度(Multidimensional Scaling).ipynb
多項式迴歸(Polynomial Regression).ipynb		多項式迴歸(Polynomial Regression).ipynb
孤立森林(Isolation Forest).ipynb		孤立森林(Isolation Forest).ipynb
對偶支撐向量機(Dual Support Vector Machine).ipynb		對偶支撐向量機(Dual Support Vector Machine).ipynb
局部線性嵌入演算法(Locally Linear Embedding).ipynb		局部線性嵌入演算法(Locally Linear Embedding).ipynb
引導聚集分類(Bagging Classifier).ipynb		引導聚集分類(Bagging Classifier).ipynb
引導聚集回歸(Bagging Regressor).ipynb		引導聚集回歸(Bagging Regressor).ipynb
感知器(Perceptron).ipynb		感知器(Perceptron).ipynb
拉普拉斯特徵映射(Laplacian Eigenmaps).ipynb		拉普拉斯特徵映射(Laplacian Eigenmaps).ipynb
排序點來識別聚類結構(Ordering Points to Identify the Clustering Structure).ipynb		排序點來識別聚類結構(Ordering Points to Identify the Clustering Structure).ipynb
探索聚類分析(Cluster in Quest).ipynb		探索聚類分析(Cluster in Quest).ipynb
支撐向量回歸(Support Vector Regression).ipynb		支撐向量回歸(Support Vector Regression).ipynb
支撐向量機(Support Vector Machine).ipynb		支撐向量機(Support Vector Machine).ipynb
斷截奇異值分解(Truncated Singular Vector Decomposition).ipynb		斷截奇異值分解(Truncated Singular Vector Decomposition).ipynb
核主成分分析 (Kernel Principal Component Analysis).ipynb		核主成分分析 (Kernel Principal Component Analysis).ipynb
核函數支撐向量機(Kernel Support Vector Machine).ipynb		核函數支撐向量機(Kernel Support Vector Machine).ipynb
核函數羅吉斯回歸(Kernel Logistic Regression).ipynb		核函數羅吉斯回歸(Kernel Logistic Regression).ipynb
梯度提升決策樹分類(Gradient Boosted Decision Tree Classifier).ipynb		梯度提升決策樹分類(Gradient Boosted Decision Tree Classifier).ipynb
梯度提升決策樹回歸(Gradient Boosted Decision Tree Regressor).ipynb		梯度提升決策樹回歸(Gradient Boosted Decision Tree Regressor).ipynb
極限隨機樹分類(Extremely Randomized Trees Classifier).ipynb		極限隨機樹分類(Extremely Randomized Trees Classifier).ipynb
極限隨機樹回歸(Extremely Randomized Trees Regressor).ipynb		極限隨機樹回歸(Extremely Randomized Trees Regressor).ipynb
正則化(Regularization).ipynb		正則化(Regularization).ipynb
決策樹分類(Decision Tree Classifier).ipynb		決策樹分類(Decision Tree Classifier).ipynb
決策樹回歸(Decision Tree Regressor).ipynb		決策樹回歸(Decision Tree Regressor).ipynb
沃德階層分群法(Ward Hierarchical Clustering).ipynb		沃德階層分群法(Ward Hierarchical Clustering).ipynb
沃爾曼二分區模式A偏最小平方演算法(Wold’s Two Block, Mode A Partial Least Square).ipynb		沃爾曼二分區模式A偏最小平方演算法(Wold’s Two Block, Mode A Partial Least Square).ipynb
獨立成分分析(Independent Component Analysis).ipynb		獨立成分分析(Independent Component Analysis).ipynb
球樹(Ball Tree).ipynb		球樹(Ball Tree).ipynb
神經網絡(Neural Network).ipynb		神經網絡(Neural Network).ipynb
稀疏主成分分析 (Sparse Principal Component Analysis).ipynb		稀疏主成分分析 (Sparse Principal Component Analysis).ipynb
稀疏字典學習(Sparse Dictionary Learning).ipynb		稀疏字典學習(Sparse Dictionary Learning).ipynb
等距特徵映射(Isometric Mapping).ipynb		等距特徵映射(Isometric Mapping).ipynb
線性判別分析(Linear Discriminant Analysis).ipynb		線性判別分析(Linear Discriminant Analysis).ipynb
線性回歸(Linear Regression).ipynb		線性回歸(Linear Regression).ipynb
羅吉斯回歸(Logistic Regression).ipynb		羅吉斯回歸(Logistic Regression).ipynb
聚合式階層分群法(Agglomerative Hierarchical Clustering).ipynb		聚合式階層分群法(Agglomerative Hierarchical Clustering).ipynb
自適應增強分類器(Adaptive Boost Classifier).ipynb		自適應增強分類器(Adaptive Boost Classifier).ipynb
自適應增強回歸(Adaptive Boost Regressor).ipynb		自適應增強回歸(Adaptive Boost Regressor).ipynb
自適應增強決策樹分類(AdaBoost Decision Tree Classifier).ipynb		自適應增強決策樹分類(AdaBoost Decision Tree Classifier).ipynb
自適應增強決策樹回歸(AdaBoost Decision Tree Regressor).ipynb		自適應增強決策樹回歸(AdaBoost Decision Tree Regressor).ipynb
表徵聚類(Clustering Using Representatives).ipynb		表徵聚類(Clustering Using Representatives).ipynb
譜分群(Spectral Clustering).ipynb		譜分群(Spectral Clustering).ipynb
讀熱編碼(one-hot endcoding).ipynb		讀熱編碼(one-hot endcoding).ipynb
軟性邊界對偶支撐向量機(Soft-Margin Dual Support Vector Machine).ipynb		軟性邊界對偶支撐向量機(Soft-Margin Dual Support Vector Machine).ipynb
軟性邊界支撐向量機(Soft-Margin Support Vector Machine).ipynb		軟性邊界支撐向量機(Soft-Margin Support Vector Machine).ipynb
輸入向量機(Import Vector Machine).ipynb		輸入向量機(Import Vector Machine).ipynb
鄰近傳播分群法(Affinity Propagation).ipynb		鄰近傳播分群法(Affinity Propagation).ipynb
鄰近成分分析(Neighborhood Component Analysis).ipynb		鄰近成分分析(Neighborhood Component Analysis).ipynb
鄰近質心演算法分類(Nearest Centroid Classifier).ipynb		鄰近質心演算法分類(Nearest Centroid Classifier).ipynb
隨機梯度下降(Stochastic Gradient Decent).ipynb		隨機梯度下降(Stochastic Gradient Decent).ipynb
隨機森林分類(Random Forest Classifier).ipynb		隨機森林分類(Random Forest Classifier).ipynb
隨機森林回歸(Random Forest Regressor).ipynb		隨機森林回歸(Random Forest Regressor).ipynb
集成平均分類(Ensemble Averaging Classifier).ipynb		集成平均分類(Ensemble Averaging Classifier).ipynb
集成平均回歸(Ensemble Averaging Regressor).ipynb		集成平均回歸(Ensemble Averaging Regressor).ipynb
集成投票分類(Ensemble Voting Classifier).ipynb		集成投票分類(Ensemble Voting Classifier).ipynb
集成投票回歸(Ensemble Voting Regressor).ipynb		集成投票回歸(Ensemble Voting Regressor).ipynb
非線性分類(Non-linear Classification).ipynb		非線性分類(Non-linear Classification).ipynb
非負矩陣分解(Non-negative Matrix Factorization).ipynb		非負矩陣分解(Non-negative Matrix Factorization).ipynb
高斯混合模型(Gaussian Mixture Models).ipynb		高斯混合模型(Gaussian Mixture Models).ipynb
黑塞特徵映射(Hessian Eigenmaps).ipynb		黑塞特徵映射(Hessian Eigenmaps).ipynb

tomohiroliu22/Machine-Learning-Algorithm

Folders and files

Latest commit

History

Repository files navigation

Machine-Learning-Algorithm

About

Resources

Stars

Watchers

Forks

Releases

Packages 0

Languages

Packages