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ML-Review ​

5 Multiple-choice Question + 3 Essay Question + 3 Calculation Question

ML ​

Supervised Learning ​

  • Regression

  • Classification

Traditional ML ​

Important

  • Linear Regression
  • Logistic Regression
  • Bayesian
  • SVM

update function loss function Gradient Descent

x=x(0)−α∇f(x(0))
  • Ensemble Learning

Deep Learning ​

Concept

Unsupervised Learning ​

Clustering ​

  • K-means

Density Estimation ​

  • Parametric Density Estimation
  • Non-parametric Density Estimation

(MLE) 大题 7 page.5

  • 构造似然函数
  • 求导
  • 极值

EM Algorithm

Dimensionality Reduction ​

Concept 了解