Machine Learning catalog

"Machine learning" Watermelon book

exercise

• Chapter 1 Introduction
• Chapter 2 model evaluation and selection
• Chapter 3 linear model
• Chapter 4 Decision Tree
• Chapter 5 Neural Networks
• Chapter 6 SVM
  
  
  
  

Programming Example

• "Machine Learning" Book of watermelon $2$ chapter programming examples ( $\mathrm{ROC}$ curve, the cost curve is plotted, normalized implement two.)
• "Machine Learning" Book of watermelon $3$ chapter programming examples (rate of return (logistic regression) implementation, $10$ Comparative fold cross validation and leave a method, Linear Discriminant Analysis ( $\mathrm{LDA}$ ) of the implementation.)
• "Machine Learning" Book of watermelon $4$ Chapter Programming Example (decision tree algorithm based on dividing the selected entropy, Gini index. Pruning is not pre-pruning, comparison decision tree pruning.)
• "Machine Learning" Book of watermelon $5$ chapter programming examples (standard, accumulation $\mathrm{BP}$ algorithm implementation, the handwritten training and prediction data sets, $\mathrm{RBF}$ Network to solve XOR problem.)
• "Machine Learning" Book of watermelon $6$ chapter programming examples ( $\mathrm{SVM}$ training and the comparison, a linear kernel and the Gaussian kernel is compared with the decision tree, $\mathrm{SVR}$ trained.)
  
  
  
  

Watermelon data set

Watermelon dataset
book all kinds of watermelon dataset.

Recommended information

• Pumpkin book $\mathrm{PumpkinBook}$
  strongly recommended !! very useful formula derivation, the learning process can be found read formulas.
• Read the back-propagation algorithm (bp algorithm)
  Detail $\mathrm{BP}$ algorithm explanation, but the middle " $\delta_{j}^{l}$ with $\ Delta_ {k} ^ {l + 1}$ What is the relationship between "that part wrong, the comments have pointed out, but does not affect the general.
• Getting zero-based series of deep learning
  to speak quite clearly, it is a good introductory tutorial.
• Introduction to popular support vector machine (SVM understanding of the three-state)
  $\mathrm{SVM}$ entry of choice!