Machine learning-note sorting (principle, python code)-over and over again, work hard!

Review knowledge, check yourself, and enter a new field-deep learning.

1. Overview of machine learning (1)

2. Linear model (two)

Three, supervised learning algorithm

• Logistic regression (3)

• Perceptron (4)

• Support Vector Machine (SVM) (5)

• K Nearest Neighbor Method (KNN) (6)

• Decision Tree Series

  • ID3, C4.5 (seven)
  • Decision tree pruning algorithm (eight)
  • CART algorithm (9)

• Ensemble learning (ten)

  • Boosting method (11)

    • AdaBoost algorithm (12)
    • BDT algorithm (13)
    • GBDT algorithm (14)
    • XGBoost algorithm (15)

  • Bagging method

    • Random Forest (16)

• Probabilistic Graphical Model (17)

  • Naive Bayes (18)

Four, unsupervised learning algorithm