Traditionals
some traditional machine learning algorithms
Last updated
Was this helpful?
some traditional machine learning algorithms
Last updated
Was this helpful?
Top 10 algorithms in data mining.
by Andrew Ng
Linear Regression
Logistic Regression
Naive Bayes
Support Vector Machine (SVM)
Training process: Lagrange -> Dual Problem -> SMO
K Nearest Neighbor (kNN)
Expectation-Maximization (EM)
Linear Discrimant Analysis (LDA)
Decision Tree
Random Forest
Gradient Boosting Tree (GBDT)
Clustering
K-means
Mean-shift
DBSCAN
Principal Component Analysis (PCA)
Latent Dirichlet allocation (LDA) Topic Modeling
K-Fold Cross Validation
Bagging
Boosting
Predict True
True Positive
False Positive [Type I Error]
Predict False
False Negative [Type II Error]
True Negative
Precision and Recall
F1 Score
Receiver Operating Characteristic (ROC)
Area Under ROC (AUC)
Confusion Matrix
SVM: