Code modules for solving Analytics problems
#Table Of Contents
-
Data
- Import from different sources
-
Data Exploration
- Univariate distributions
- Missing & Outlier Treatments
- Bivariate distributions
- Variable Transformation & Reduction
-
Algorithms - Classification
- Logistic Regression
- Naive Bayes Classifier
- Chaid / Cart
- Decision tree & Random Forest
- SVM
- Gradient Boosting & XG boost
- ANN
-
Model Diagnostics - Classification
- Confusion Matrix
- Lift Chart
- ROC Curve
- Precision vs Recall Graph
- Sensitivity vs Specificity Graph
-
Validation Techniques
- Split
- Bootstrap
- K-fold Cross Validation
- Repeated k-fold Cross Validation
- Leave One Out Cross Validation
- Leave Group Out Cross Validation