DataMining

Zhejiang University Course: Introduction to Data Mining (19 Summer).
Course website is here.

I use Jupyter Notebook and Python 3.6.

hw1

• Machine Learning Problems
• Bayes Decision Rule
• Gaussian Discriminant Analysis and MLE
• Text Classification with Naive Bayes

hw2

• A Walk Through Linear Models
  • Perceptron
  • Linear Regression
  • Logistic Regression
  • Support Vector Machine
• Regularization and Cross-Validation
• Bias Variance Trade-off

hw3

• Neural Networks
• K-Nearest Neighbor
• Decision Tree and ID3
• K-Means Clustering

hw4

• Spectral Clustering
• Principal Component Analysis