JuliaAI/ScientificTypesBase.jl

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Julia
License
MIT License
Created over 3 years ago
Updated about 1 year ago

JuliaAI/ScientificTypesBase.jl

JuliaAI

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Base interface for dispatching on the "scientific" type of data instead of the machine type

MLJ.jl

A Julia machine learning framework

DecisionTree.jl

Julia implementation of Decision Tree (CART) and Random Forest algorithms

MLJBase.jl

Core functionality for the MLJ machine learning framework

DataScienceTutorials.jl

A set of tutorials to show how to use Julia for data science (DataFrames, MLJ, ...)

ScientificTypes.jl

An API for dispatching on the "scientific" type of data instead of the machine type

MLJLinearModels.jl

Generalized Linear Regressions Models (penalized regressions, robust regressions, ...)

MLJModels.jl

Home of the MLJ model registry and tools for model queries and mode code loading

MLJTuning.jl

Hyperparameter optimization algorithms for use in the MLJ machine learning framework

MLFlowClient.jl

Julia client for MLFlow.

MLJModelInterface.jl

Lightweight package to interface with MLJ

LearnAPI.jl

A Julia interface for training and applying models in machine learning and statistics

Imbalance.jl

A Julia toolbox with resampling methods to correct for class imbalance.

NearestNeighborModels.jl

Package providing K-nearest neighbor regressors and classifiers, for use with the MLJ machine learning framework.

EarlyStopping.jl

Early stopping criteria for loss-generating iterative algorithms

IterationControl.jl

A package for controlling iterative algorithms

MLJScientificTypes.jl

Implementation of the MLJ scientific type convention

StatisticalMeasures.jl

Measures (metrics) for statistics and machine learning

CategoricalDistributions.jl

Providing probability distributions and non-negative measures over finite sets, whose elements are labelled.

TreeRecipe.jl

Plot recipe for plotting (decision) trees

MLJScikitLearnInterface.jl

MLJ Interface for ScikitLearn.jl

CatBoost.jl

Julia wrapper of the python library CatBoost for boosted decision trees

MLJText.jl

A an MLJ extension for accessing models and tools related to text analysis

MLJXGBoostInterface.jl

MLJOpenML.jl

OpenML.jl

Partial implementation of the OpenML API for Julia

MLJIteration.jl

A package for wrapping iterative MLJ models in a control strategy

MLJDecisionTreeInterface.jl

MLJGLMInterface.jl

MLJ.jl interface for GLM.jl models

MLJFlow.jl

Connecting MLJ and MLFlow

StatisticalMeasuresBase.jl

A Julia package for building production-ready measures (metrics) for statistics and machine learning

MLJParticleSwarmOptimization.jl

MLJMultivariateStatsInterface.jl

Repository implementing MLJ interface for MultivariateStats models.

MLJEnsembles.jl

MLJBalancing.jl

A package with exported learning networks that combine resampling methods from Imbalance.jl and classification models from MLJ

MLJClusteringInterface.jl

MLJTestIntegration.jl

Utilities to test implementations of the MLJ model interface and provide integration tests for the MLJ ecosystem

StatisticalTraits.jl

MLJLIBSVMInterface.jl

An implementation of the MLJ model interface for support vector machines provided by LIBSVM.jl

.github

MLJ

Work in Progress

FeatureSelection.jl

Repository housing feature selection algorithms for use with the machine learning toolbox MLJ.