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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