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First Example with Modeva
Diagnostics Analysis with Date

Data

Feature Engineering Basics
Supervised Feature Engineering
Full Feature Engineering Pipeline
Basic Dataset Operations
Missing Value Indicator
Exploratory Data Analysis
Feature Selection
Data Processing and Feature Engineering
Subsampling
Data Drift Test
Outlier Detection
Data with Model Predictions
Dealing with Extra Data Sets
Dealing with Date Variables

Model Development

Logistic Regression (Classification)
Linear Regression (Regression)
Decision Tree Classification
Decision Tree Regression
MoReLUDNN Classification
MoReLUDNN Regression
GAMINet Classification
GAMINet Regression
Mixture of Expert (MoE) Classification
Mixture of Expert (MoE) Regression
Linear Tree Classification
Linear Tree Regression
Tree Ensemble Models (Classification)
Tree Ensemble Models (Regression)
DirectRS Classification
DirectRS Regression
ICL-MoE Classification
ICL-MoE Regression
FuseKernel Classification
FuseKernel Regression
Wrapping H2O Models
Wrapping PySpark Models
Wrapping sklearn-style Models
Wrapping Arbitrary Classifier
Wrapping Arbitrary Regressor
Wrapping Scored Classifier
Wrapping Scored Regressor
Calibrating Binary Classifier
Calibrating Binary Classifier Prediction Interval
Calibrating Regressor Prediction Interval
Grid Search
Random Search
Particle Swarm Optimization Search
Tuning with optuna (Experimental)
ModelZoo

Model Validation

Residual Analysis (Classification)
Residual Analysis (Regression)
Performance Metrics (Classification)
Performance Metrics (Regression)
Sliced Performance (Classification)
Sliced Performance (Regression)
Overfitting Analysis (Classification)
Overfitting Analysis (Regression)
Reliability Analysis (Classification)
Reliability Analysis (Regression)
Resilience Analysis (Classification)
Resilience Analysis (Regression)
Robustness Analysis (Classification)
Robustness Analysis (Regression)
Model Fairness Analysis (Classification)
Global Explainability
Local Explainability
Weakness Region Analysis (Classification)
Weakness Region Analysis (Regression)

Utilities

ValidationResult - Attributes
ValidationResult - Visualization
Pipeline

Examples

Runnable examples across data analysis, model development and validation. Each example shows the code and an Open in Colab link so you can run it end-to-end. Choose one from the sidebar.

An integrated toolkit for interpretable model development and validation.

pip install modeva

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