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Expand Up @@ -6,7 +6,7 @@ Below an *encoder* is any transformer that does not fall under
another category, such as "Missing Value Imputation" or "Dimension Reduction".

### Categories
[Regression](@ref) | [Classification](@ref) | [Outlier Detection](@ref) | [Iterative Models](@ref) | [Ensemble Models](@ref) | [Dimension Reduction](@ref) | [Clustering](@ref) | [Bayesian Models](@ref) | [Class Imbalance](@ref) | [Encoders](@ref) | [Meta Algorithms](@ref) | [Neural Networks](@ref) | [Static Models](@ref) | [Missing Value Imputation](@ref) | [Density Estimation](@ref) | [Feature Engineering](@ref) | [Text Analysis](@ref) | [Image Processing](@ref)
[Regression](@ref) | [Classification](@ref) | [Outlier Detection](@ref) | [Iterative Models](@ref) | [Ensemble Models](@ref) | [Clustering](@ref) | [Dimension Reduction](@ref) | [Bayesian Models](@ref) | [Class Imbalance](@ref) | [Neural Networks](@ref) | [Encoders](@ref) | [Meta Algorithms](@ref) | [Static Models](@ref) | [Missing Value Imputation](@ref) | [Density Estimation](@ref) | [Feature Engineering](@ref) | [Text Analysis](@ref) | [Image Processing](@ref)

## Regression
- [ARDRegressor (MLJScikitLearnInterface.jl)](@ref ARDRegressor_MLJScikitLearnInterface)
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- [LGBMRegressor (LightGBM.jl)](@ref LGBMRegressor_LightGBM)

- [LaplaceRegressor (LaplaceRedux.jl)](@ref LaplaceRegressor_LaplaceRedux)

- [LarsCVRegressor (MLJScikitLearnInterface.jl)](@ref LarsCVRegressor_MLJScikitLearnInterface)

- [LarsRegressor (MLJScikitLearnInterface.jl)](@ref LarsRegressor_MLJScikitLearnInterface)
Expand Down Expand Up @@ -236,6 +238,8 @@ another category, such as "Missing Value Imputation" or "Dimension Reduction".

- [LGBMClassifier (LightGBM.jl)](@ref LGBMClassifier_LightGBM)

- [LaplaceClassifier (LaplaceRedux.jl)](@ref LaplaceClassifier_LaplaceRedux)

- [LinearBinaryClassifier (GLM.jl/MLJGLMInterface.jl)](@ref LinearBinaryClassifier_GLM)

- [LinearSVC (LIBSVM.jl/MLJLIBSVMInterface.jl)](@ref LinearSVC_LIBSVM)
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- [XGBoostRegressor (XGBoost.jl/MLJXGBoostInterface.jl)](@ref XGBoostRegressor_XGBoost)

## Dimension Reduction
- [AutoEncoder (BetaML.jl)](@ref AutoEncoder_BetaML)

- [BayesianLDA (MLJScikitLearnInterface.jl)](@ref BayesianLDA_MLJScikitLearnInterface)

- [BayesianLDA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref BayesianLDA_MultivariateStats)
## Clustering
- [AffinityPropagation (Clustering.jl/MLJClusteringInterface.jl)](@ref AffinityPropagation_Clustering)

- [BayesianQDA (MLJScikitLearnInterface.jl)](@ref BayesianQDA_MLJScikitLearnInterface)
- [AffinityPropagation (MLJScikitLearnInterface.jl)](@ref AffinityPropagation_MLJScikitLearnInterface)

- [BayesianSubspaceLDA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref BayesianSubspaceLDA_MultivariateStats)
- [AgglomerativeClustering (MLJScikitLearnInterface.jl)](@ref AgglomerativeClustering_MLJScikitLearnInterface)

- [Birch (MLJScikitLearnInterface.jl)](@ref Birch_MLJScikitLearnInterface)

- [BisectingKMeans (MLJScikitLearnInterface.jl)](@ref BisectingKMeans_MLJScikitLearnInterface)

- [FactorAnalysis (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref FactorAnalysis_MultivariateStats)
- [DBSCAN (Clustering.jl/MLJClusteringInterface.jl)](@ref DBSCAN_Clustering)

- [FeatureSelector (FeatureSelection.jl)](@ref FeatureSelector_FeatureSelection)
- [DBSCAN (MLJScikitLearnInterface.jl)](@ref DBSCAN_MLJScikitLearnInterface)

- [FeatureAgglomeration (MLJScikitLearnInterface.jl)](@ref FeatureAgglomeration_MLJScikitLearnInterface)

- [GaussianMixtureClusterer (BetaML.jl)](@ref GaussianMixtureClusterer_BetaML)

- [HDBSCAN (MLJScikitLearnInterface.jl)](@ref HDBSCAN_MLJScikitLearnInterface)

- [HierarchicalClustering (Clustering.jl/MLJClusteringInterface.jl)](@ref HierarchicalClustering_Clustering)

- [KMeans (Clustering.jl/MLJClusteringInterface.jl)](@ref KMeans_Clustering)

- [KMeans (MLJScikitLearnInterface.jl)](@ref KMeans_MLJScikitLearnInterface)

- [KMeans (ParallelKMeans.jl)](@ref KMeans_ParallelKMeans)

- [KMeansClusterer (BetaML.jl)](@ref KMeansClusterer_BetaML)

- [KMedoids (Clustering.jl/MLJClusteringInterface.jl)](@ref KMedoids_Clustering)

- [KernelPCA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref KernelPCA_MultivariateStats)
- [KMedoidsClusterer (BetaML.jl)](@ref KMedoidsClusterer_BetaML)

- [LDA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref LDA_MultivariateStats)
- [MeanShift (MLJScikitLearnInterface.jl)](@ref MeanShift_MLJScikitLearnInterface)

- [MiniBatchKMeans (MLJScikitLearnInterface.jl)](@ref MiniBatchKMeans_MLJScikitLearnInterface)

- [PCA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref PCA_MultivariateStats)
- [OPTICS (MLJScikitLearnInterface.jl)](@ref OPTICS_MLJScikitLearnInterface)

- [PPCA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref PPCA_MultivariateStats)
- [SelfOrganizingMap (SelfOrganizingMaps.jl)](@ref SelfOrganizingMap_SelfOrganizingMaps)

- [RecursiveFeatureElimination (FeatureSelection.jl)](@ref RecursiveFeatureElimination_FeatureSelection)
- [SpectralClustering (MLJScikitLearnInterface.jl)](@ref SpectralClustering_MLJScikitLearnInterface)

- [SelfOrganizingMap (SelfOrganizingMaps.jl)](@ref SelfOrganizingMap_SelfOrganizingMaps)
## Dimension Reduction
- [AutoEncoder (BetaML.jl)](@ref AutoEncoder_BetaML)

- [SubspaceLDA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref SubspaceLDA_MultivariateStats)
- [BayesianLDA (MLJScikitLearnInterface.jl)](@ref BayesianLDA_MLJScikitLearnInterface)

- [TSVDTransformer (TSVD.jl/MLJTSVDInterface.jl)](@ref TSVDTransformer_TSVD)
- [BayesianLDA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref BayesianLDA_MultivariateStats)

## Clustering
- [AffinityPropagation (MLJScikitLearnInterface.jl)](@ref AffinityPropagation_MLJScikitLearnInterface)
- [BayesianQDA (MLJScikitLearnInterface.jl)](@ref BayesianQDA_MLJScikitLearnInterface)

- [AgglomerativeClustering (MLJScikitLearnInterface.jl)](@ref AgglomerativeClustering_MLJScikitLearnInterface)
- [BayesianSubspaceLDA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref BayesianSubspaceLDA_MultivariateStats)

- [Birch (MLJScikitLearnInterface.jl)](@ref Birch_MLJScikitLearnInterface)

- [BisectingKMeans (MLJScikitLearnInterface.jl)](@ref BisectingKMeans_MLJScikitLearnInterface)

- [DBSCAN (Clustering.jl/MLJClusteringInterface.jl)](@ref DBSCAN_Clustering)

- [DBSCAN (MLJScikitLearnInterface.jl)](@ref DBSCAN_MLJScikitLearnInterface)

- [FeatureAgglomeration (MLJScikitLearnInterface.jl)](@ref FeatureAgglomeration_MLJScikitLearnInterface)

- [GaussianMixtureClusterer (BetaML.jl)](@ref GaussianMixtureClusterer_BetaML)

- [HDBSCAN (MLJScikitLearnInterface.jl)](@ref HDBSCAN_MLJScikitLearnInterface)
- [FactorAnalysis (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref FactorAnalysis_MultivariateStats)

- [HierarchicalClustering (Clustering.jl/MLJClusteringInterface.jl)](@ref HierarchicalClustering_Clustering)
- [FeatureSelector (FeatureSelection.jl)](@ref FeatureSelector_FeatureSelection)

- [KMeans (Clustering.jl/MLJClusteringInterface.jl)](@ref KMeans_Clustering)

- [KMeans (MLJScikitLearnInterface.jl)](@ref KMeans_MLJScikitLearnInterface)

- [KMeans (ParallelKMeans.jl)](@ref KMeans_ParallelKMeans)

- [KMeansClusterer (BetaML.jl)](@ref KMeansClusterer_BetaML)

- [KMedoids (Clustering.jl/MLJClusteringInterface.jl)](@ref KMedoids_Clustering)

- [KMedoidsClusterer (BetaML.jl)](@ref KMedoidsClusterer_BetaML)
- [KernelPCA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref KernelPCA_MultivariateStats)

- [MeanShift (MLJScikitLearnInterface.jl)](@ref MeanShift_MLJScikitLearnInterface)
- [LDA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref LDA_MultivariateStats)

- [MiniBatchKMeans (MLJScikitLearnInterface.jl)](@ref MiniBatchKMeans_MLJScikitLearnInterface)

- [OPTICS (MLJScikitLearnInterface.jl)](@ref OPTICS_MLJScikitLearnInterface)
- [PCA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref PCA_MultivariateStats)

- [PPCA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref PPCA_MultivariateStats)

- [RecursiveFeatureElimination (FeatureSelection.jl)](@ref RecursiveFeatureElimination_FeatureSelection)

- [SelfOrganizingMap (SelfOrganizingMaps.jl)](@ref SelfOrganizingMap_SelfOrganizingMaps)

- [SpectralClustering (MLJScikitLearnInterface.jl)](@ref SpectralClustering_MLJScikitLearnInterface)
- [SubspaceLDA (MultivariateStats.jl/MLJMultivariateStatsInterface.jl)](@ref SubspaceLDA_MultivariateStats)

- [TSVDTransformer (TSVD.jl/MLJTSVDInterface.jl)](@ref TSVDTransformer_TSVD)

## Bayesian Models
- [ARDRegressor (MLJScikitLearnInterface.jl)](@ref ARDRegressor_MLJScikitLearnInterface)
Expand All @@ -588,6 +594,10 @@ another category, such as "Missing Value Imputation" or "Dimension Reduction".

- [GaussianProcessRegressor (MLJScikitLearnInterface.jl)](@ref GaussianProcessRegressor_MLJScikitLearnInterface)

- [LaplaceClassifier (LaplaceRedux.jl)](@ref LaplaceClassifier_LaplaceRedux)

- [LaplaceRegressor (LaplaceRedux.jl)](@ref LaplaceRegressor_LaplaceRedux)

- [MultinomialNBClassifier (MLJScikitLearnInterface.jl)](@ref MultinomialNBClassifier_MLJScikitLearnInterface)

- [MultinomialNBClassifier (NaiveBayes.jl/MLJNaiveBayesInterface.jl)](@ref MultinomialNBClassifier_NaiveBayes)
Expand Down Expand Up @@ -619,6 +629,31 @@ another category, such as "Missing Value Imputation" or "Dimension Reduction".

- [TomekUndersampler (Imbalance.jl)](@ref TomekUndersampler_Imbalance)

## Neural Networks
- [KernelPerceptronClassifier (BetaML.jl)](@ref KernelPerceptronClassifier_BetaML)

- [LaplaceClassifier (LaplaceRedux.jl)](@ref LaplaceClassifier_LaplaceRedux)

- [LaplaceRegressor (LaplaceRedux.jl)](@ref LaplaceRegressor_LaplaceRedux)

- [MultitargetNeuralNetworkRegressor (BetaML.jl)](@ref MultitargetNeuralNetworkRegressor_BetaML)

- [MultitargetNeuralNetworkRegressor (MLJFlux.jl)](@ref MultitargetNeuralNetworkRegressor_MLJFlux)

- [NeuralNetworkBinaryClassifier (MLJFlux.jl)](@ref NeuralNetworkBinaryClassifier_MLJFlux)

- [NeuralNetworkClassifier (BetaML.jl)](@ref NeuralNetworkClassifier_BetaML)

- [NeuralNetworkClassifier (MLJFlux.jl)](@ref NeuralNetworkClassifier_MLJFlux)

- [NeuralNetworkRegressor (BetaML.jl)](@ref NeuralNetworkRegressor_BetaML)

- [NeuralNetworkRegressor (MLJFlux.jl)](@ref NeuralNetworkRegressor_MLJFlux)

- [PerceptronClassifier (BetaML.jl)](@ref PerceptronClassifier_BetaML)

- [PerceptronClassifier (MLJScikitLearnInterface.jl)](@ref PerceptronClassifier_MLJScikitLearnInterface)

## Encoders
- [BM25Transformer (MLJText.jl)](@ref BM25Transformer_MLJText)

Expand Down Expand Up @@ -665,27 +700,6 @@ another category, such as "Missing Value Imputation" or "Dimension Reduction".

- [TunedModel (MLJTuning.jl)](@ref TunedModel_MLJTuning)

## Neural Networks
- [KernelPerceptronClassifier (BetaML.jl)](@ref KernelPerceptronClassifier_BetaML)

- [MultitargetNeuralNetworkRegressor (BetaML.jl)](@ref MultitargetNeuralNetworkRegressor_BetaML)

- [MultitargetNeuralNetworkRegressor (MLJFlux.jl)](@ref MultitargetNeuralNetworkRegressor_MLJFlux)

- [NeuralNetworkBinaryClassifier (MLJFlux.jl)](@ref NeuralNetworkBinaryClassifier_MLJFlux)

- [NeuralNetworkClassifier (BetaML.jl)](@ref NeuralNetworkClassifier_BetaML)

- [NeuralNetworkClassifier (MLJFlux.jl)](@ref NeuralNetworkClassifier_MLJFlux)

- [NeuralNetworkRegressor (BetaML.jl)](@ref NeuralNetworkRegressor_BetaML)

- [NeuralNetworkRegressor (MLJFlux.jl)](@ref NeuralNetworkRegressor_MLJFlux)

- [PerceptronClassifier (BetaML.jl)](@ref PerceptronClassifier_BetaML)

- [PerceptronClassifier (MLJScikitLearnInterface.jl)](@ref PerceptronClassifier_MLJScikitLearnInterface)

## Static Models
- [AgglomerativeClustering (MLJScikitLearnInterface.jl)](@ref AgglomerativeClustering_MLJScikitLearnInterface)

Expand Down

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