mlr3

Container for Benchmarking Results

DataBackend

DataBackend for data.table

DataBackend for Matrix

Learner Class

Classification Learner

Regression Learner

Measure Class

Classification Measure

Regression Measure

Abstract Prediction Object

Prediction Object for Classification

Convert to PredictionData

Prediction Object for Regression

Container for Results of resample()

Resampling Class

ResultData

Task Class

Classification Task

TaskGenerator Class

Regression Task

Supervised Task

Unsupervised Task

Convert to BenchmarkResult

Create a Data Backend

Convert to a Learner

Convert to a Measure

Convert to a Prediction

Convert to a Classification Prediction

PredictionData

Convert to a Regression Prediction

Convert to ResampleResult

Convert to a Resampling

Convert to ResultData

Convert to a Task

Convert to a Classification Task

Convert to a Regression Task

Column Auto-Converter

Benchmark Multiple Learners on Multiple Tasks

Generate a Benchmark Grid Design

Convert a Task from One Type to Another

Get a Default Measure

mlr3: Machine Learning in R - Next Generation

Assertion for mlr3 Objects

Dictionary of Learners

Classification Learner for Debugging

Featureless Classification Learner

Classification Tree Learner

Featureless Regression Learner

Regression Tree Learner

Dictionary of Performance Measures

Classification Accuracy

Area Under the ROC Curve

Balanced Accuracy

Binary Brier Score

Classification Error

Cost-sensitive Classification Measure

Diagnostic Odds Ratio

F-beta Score

False Discovery Rate

False Negatives

False Negative Rate

False Omission Rate

False Positives

False Positive Rate

Log Loss

Multiclass Brier Score

Matthews Correlation Coefficient

Negative Predictive Value

Positive Predictive Value

Area Under the Precision-Recall Curve

Positive Predictive Value

True Positive Rate

True Positive Rate

True Negative Rate

True Negatives

True Negative Rate

True Positives

True Positive Rate

Debug Measure

Elapsed Time Measure

Out-of-bag Error Measure

Bias

Kendall's tau

Mean Absolute Errors

Mean Absolute Percent Error

Max Absolute Error

Median Absolute Errors

Median Squared Error

Mean Squared Error

Mean Squared Log Error

Percent Bias

Relative Absolute Error

Root Mean Squared Error

Root Mean Squared Log Error

Root Relative Squared Error

Relative Squared Error

R Squared

Sum of Absolute Errors

Symmetric Mean Absolute Percent Error

Spearman's rho

Sum of Squared Errors

Selected Features Measure

Reflections for mlr3

Dictionary of Resampling Strategies

Bootstrap Resampling

Custom Resampling

Cross-Validation Resampling

Holdout Resampling

Insample Resampling

Leave-One-Out Cross-Validation

Repeated Cross-Validation Resampling

Subsampling Resampling

Syntactic Sugar for Object Construction

Dictionary of Task Generators

2D Normals Classification Task Generator

Cassini Classification Task Generator

Circle Classification Task Generator

Friedman1 Regression Task Generator

Moons Classification Task Generator

Simplex Classification Task Generator

Smiley Classification Task Generator

Spiral Classification Task Generator

XOR Classification Task Generator

Dictionary of Tasks

Boston Housing Regression Task

Wisconsin Breast Cancer Classification Task

German Credit Classification Task

Iris Classification Task

Motor Trend Regression Task

Palmer Penguins Data Set

Pima Indian Diabetes Classification Task

Sonar Classification Task

Spam Classification Task

Wine Classification Task

Zoo Classification Task

Predict Method for Learners

Objects exported from other packages

Resample a Learner on a Task

Set the Number of Threads