Codes to Sample, Explore, Transform, Train Models and Validate Models.
- Table Overall Structure
- Univariate:
- Bivariate, pair-wise Analysis:
- Cluster Analysis
- Dimension Reduction:
- Merge and Append Tables
- Aggregate functions
- Variable Recoding
- Standardization
- Variable Math transformation
- Missing handling
- String cleaning for text categorization
- Linear Regression
- Generalized Linear Models
- Logistic Regression
- Decision Trees
- Random Forest
- Gradient Boosting
- Neural Networks
- Support Vector Machine
- Gaussian Naive Bayes
- Multinominal Naive Bayes
- K-Nearest Neighbors
- Fit Statistics for Quantitative Outcome
- Fit Statistics for Binary Outcome
- Linear Regressions Assumptions Check
- Graphical Model Validation for Binary Outcome
- Graphical Model Validation for Quantitative Outcome
- Model Comparison