Data Mining Course Homeworks

Solutions to data mining course homeworks.

Overview Of Content

• Homework 2: Preprocessing
  • Missing Values
  • Normalization
  • Outliers
  • Binning
• Homework 3:EDA
  • Visualization And Summerization
  • Correlation
  • Contingency Table
  • Train/Test Split
  • Decision Tree
• Homework 4:
  • Decision Tree Classifier
  • Random Forest
  • Model Evaluation
  • Naive Bayes
• Homework 5:
  • Neural Network
  • Clustering
  • Hierarchical Clustering
• Homework 6:
  • Linear Regression
  • PCA
  • Association Rule
• Homework 7:
  • Logistic Regression
  • Poisson Regression
  • Sequence Pattern Mining
  • Advanced Association Rule Mining