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Corrected MLJ midels links in README
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Solves #70
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@sylvaticus
sylvaticus committed Mar 22, 2024
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Expand Up @@ -18,26 +18,27 @@ Currently the following models are available:

| BetaML name | MLJ Interface | Category |
| ----------- | ------------- | -------- |
| [`PerceptronClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Perceptron.html#BetaML.Perceptron.PerceptronClassifier) | [`PerceptronClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.PerceptronClassifier) | _Supervised classifier_ |
| [`KernelPerceptronClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Perceptron.html#BetaML.Perceptron.KernelPerceptronClassifier) | [`KernelPerceptronClassifier`](https://sylvaticus.github.io/BetaML.jl/Bmlj.html#BetaML.Bmlj.KernelPerceptronClassifier) | _Supervised classifier_ |
| [`PegasosClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Perceptron.html#BetaML.Perceptron.PegasosClassifier) | [`PegasosClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.PegasosClassifier) | _Supervised classifier_ |
| [`DecisionTreeEstimator`](https://sylvaticus.github.io/BetaML.jl/stable/Trees.html#BetaML.Trees.DecisionTreeEstimator) | [`DecisionTreeClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.DecisionTreeClassifier), [`DecisionTreeRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.DecisionTreeRegressor) | _Supervised regressor and classifier_ |
| [`RandomForestEstimator`](https://sylvaticus.github.io/BetaML.jl/stable/Trees.html#BetaML.Trees.RandomForestEstimator) | [`RandomForestClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.RandomForestClassifier), [`RandomForestRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.RandomForestRegressor) | _Supervised regressor and classifier_ |
| [`NeuralNetworkEstimator`](https://sylvaticus.github.io/BetaML.jl/stable/Nn.html#BetaML.Nn.NeuralNetworkEstimator) | [`NeuralNetworkRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.NeuralNetworkRegressor), [`MultitargetNeuralNetworkRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.MultitargetNeuralNetworkRegressor), [`NeuralNetworkClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.NeuralNetworkClassifier) | _Supervised regressor and classifier_ |
| [`GaussianMixtureRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/GMM.html#BetaML.GMM.GaussianMixtureRegressor) | [`GaussianMixtureRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.GaussianMixtureRegressor), [`MultitargetGaussianMixtureRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.MultitargetGaussianMixtureRegressor) | _Supervised regressor_ |
| [`PerceptronClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Perceptron.html#BetaML.Perceptron.PerceptronClassifier) | [`PerceptronClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.PerceptronClassifier) | _Supervised classifier_ |
| [`KernelPerceptronClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Perceptron.html#BetaML.Perceptron.KernelPerceptronClassifier) |
[`KernelPerceptronClassifier`](https://sylvaticus.github.io/BetaML.jl/MLJ_interface.html#BetaML.Bmlj.KernelPerceptronClassifier) | _Supervised classifier_ |
| [`PegasosClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/Perceptron.html#BetaML.Perceptron.PegasosClassifier) | [`PegasosClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.PegasosClassifier) | _Supervised classifier_ |
| [`DecisionTreeEstimator`](https://sylvaticus.github.io/BetaML.jl/stable/Trees.html#BetaML.Trees.DecisionTreeEstimator) | [`DecisionTreeClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.DecisionTreeClassifier), [`DecisionTreeRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.DecisionTreeRegressor) | _Supervised regressor and classifier_ |
| [`RandomForestEstimator`](https://sylvaticus.github.io/BetaML.jl/stable/Trees.html#BetaML.Trees.RandomForestEstimator) | [`RandomForestClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.RandomForestClassifier), [`RandomForestRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.RandomForestRegressor) | _Supervised regressor and classifier_ |
| [`NeuralNetworkEstimator`](https://sylvaticus.github.io/BetaML.jl/stable/Nn.html#BetaML.Nn.NeuralNetworkEstimator) | [`NeuralNetworkRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.NeuralNetworkRegressor), [`MultitargetNeuralNetworkRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.MultitargetNeuralNetworkRegressor), [`NeuralNetworkClassifier`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.NeuralNetworkClassifier) | _Supervised regressor and classifier_ |
| [`GaussianMixtureRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/GMM.html#BetaML.GMM.GaussianMixtureRegressor) | [`GaussianMixtureRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.GaussianMixtureRegressor), [`MultitargetGaussianMixtureRegressor`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.MultitargetGaussianMixtureRegressor) | _Supervised regressor_ |
| [`GaussianMixtureRegressor2`](https://sylvaticus.github.io/BetaML.jl/stable/GMM.html#BetaML.GMM.GaussianMixtureRegressor2) | | _Supervised regressor_ |
| [`KMeansClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/Clustering.html#BetaML.Clustering.KMeansClusterer) | [`KMeansClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.KMeansClusterer) | _Unsupervised hard clusterer_ |
| [`KMedoidsClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/Clustering.html#BetaML.Clustering.KMedoidsClusterer) | [`KMedoidsClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.KMedoidsClusterer) | _Unsupervised hard clusterer_ |
| [`GaussianMixtureClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/GMM.html#BetaML.GMM.GaussianMixtureClusterer) | [`GaussianMixtureClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.GaussianMixtureClusterer) | _Unsupervised soft clusterer_ |
| [`SimpleImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Imputation.html#BetaML.Imputation.SimpleImputer)| [`SimpleImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.SimpleImputer) | _Unsupervised missing data imputer_ |
| [`GaussianMixtureImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Imputation.html#BetaML.Imputation.GaussianMixtureImputer) | [`GaussianMixtureImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.GaussianMixtureImputer) | _Unsupervised missing data imputer_ |
| [`RandomForestImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Imputation.html#BetaML.Imputation.RandomForestImputer) | [`RandomForestImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.RandomForestImputer) | _Unsupervised missing data imputer_ |
| [`GeneralImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Imputation.html#BetaML.Imputation.GeneralImputer) | [`GeneralImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.GeneralImputer) | _Unsupervised missing data imputer_ |
| [`KMeansClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/Clustering.html#BetaML.Clustering.KMeansClusterer) | [`KMeansClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.KMeansClusterer) | _Unsupervised hard clusterer_ |
| [`KMedoidsClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/Clustering.html#BetaML.Clustering.KMedoidsClusterer) | [`KMedoidsClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.KMedoidsClusterer) | _Unsupervised hard clusterer_ |
| [`GaussianMixtureClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/GMM.html#BetaML.GMM.GaussianMixtureClusterer) | [`GaussianMixtureClusterer`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.GaussianMixtureClusterer) | _Unsupervised soft clusterer_ |
| [`SimpleImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Imputation.html#BetaML.Imputation.SimpleImputer)| [`SimpleImputer`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.SimpleImputer) | _Unsupervised missing data imputer_ |
| [`GaussianMixtureImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Imputation.html#BetaML.Imputation.GaussianMixtureImputer) | [`GaussianMixtureImputer`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.GaussianMixtureImputer) | _Unsupervised missing data imputer_ |
| [`RandomForestImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Imputation.html#BetaML.Imputation.RandomForestImputer) | [`RandomForestImputer`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.RandomForestImputer) | _Unsupervised missing data imputer_ |
| [`GeneralImputer`](https://sylvaticus.github.io/BetaML.jl/stable/Imputation.html#BetaML.Imputation.GeneralImputer) | [`GeneralImputer`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.GeneralImputer) | _Unsupervised missing data imputer_ |
| [`MinMaxScaler`](https://sylvaticus.github.io/BetaML.jl/stable/Utils.html#BetaML.Utils.MinMaxScaler) | | _Data transformer_ |
| [`StandardScaler`](https://sylvaticus.github.io/BetaML.jl/stable/Utils.html#BetaML.Utils.StandardScaler) | | _Data transformer_ |
| [`Scaler`](https://sylvaticus.github.io/BetaML.jl/stable/Utils.html#BetaML.Utils.Scaler) | | _Data transformer_ |
| [`PCAEncoder`](https://sylvaticus.github.io/BetaML.jl/stable/Utils.html#BetaML.Utils.PCAEncoder) | | _Unsupervised dimensionality reduction transformer_ |
| [`AutoEncoder`](https://sylvaticus.github.io/BetaML.jl/stable/Utils.html#BetaML.Utils.AutoEncoder) | [`AutoEncoderMLJ`](https://sylvaticus.github.io/BetaML.jl/stable/Bmlj.html#BetaML.Bmlj.AutoEncoderMLJ) | _Unsupervised non-linear dimensionality reduction_ |
| [`AutoEncoder`](https://sylvaticus.github.io/BetaML.jl/stable/Utils.html#BetaML.Utils.AutoEncoder) | [`AutoEncoderMLJ`](https://sylvaticus.github.io/BetaML.jl/stable/MLJ_interface.html#BetaML.Bmlj.AutoEncoderMLJ) | _Unsupervised non-linear dimensionality reduction_ |
| [`OneHotEncoder`](https://sylvaticus.github.io/BetaML.jl/stable/Utils.html#BetaML.Utils.OneHotEncoder) | | _Data transformer_ |
| [`OrdinalEncoder`](https://sylvaticus.github.io/BetaML.jl/stable/Utils.html#BetaML.Utils.OrdinalEncoder) | | _Data transformer_ |
| [`ConfusionMatrix`](https://sylvaticus.github.io/BetaML.jl/stable/Utils.html#BetaML.Utils.ConfusionMatrix) | | _Predictions assessment_ |
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