Machine Learning Categories

Posted on Edited on In

Below are some basic machine learning skills

  • Clustering
    • K-means
  • Instance-based Algorithms
    • KNN
  • Bayesian Algorithms
    • Naive Bayes
      • 假设输入的feature之间互相独立，因此概率的联合分布函数可以写成连乘
  • Regression
    • OLSR，最小二乘
    • Linear Regression
    • Logistic Regression
  • Decision Tree
    • ID3
    • C4.5
    • CART
  • Ensemble Algorithms：多个弱分类器共同构成强分类器
    • Boosting
    • Bagging
    • Random Forest
    • Gradient Boosted Regression Trees
  • Artificial Neural Network
    • Perceptron
  • SVM
  • Dimensionality Reduction Algorithms
    • PCA
    • PCR

Reference

机器学习算法集锦：从贝叶斯到深度学习及各自优缺点