Algorithm support of key ML-SPL commands quick reference
Use this quick reference to see which MLTK algorithms support the fit
, apply
, partial_fit
, and summary
commands. For additional details on each of these algorithms, see Algorithms in the Machine Learning Toolkit.
Anomaly Detection
Algorithm
|
fit
|
apply
|
partial_fit
|
summary
|
DensityFunction
|
Y
|
Y
|
Y
|
Y
|
LocalOutlierFactor
|
Y
|
N
|
N
|
N
|
OneClassSVM
|
Y
|
Y
|
N
|
N
|
Classifiers
Algorithm
|
fit
|
apply
|
partial_fit
|
summary
|
AutoPrediction
|
Y
|
Y
|
N
|
Y
|
BernoulliNB
|
Y
|
Y
|
Y
|
Y
|
DecisionTreeClassifier
|
Y
|
Y
|
N
|
Y
|
GaussianNB
|
Y
|
Y
|
Y
|
Y
|
GradientBoostingClassifier
|
Y
|
Y
|
N
|
Y
|
LogisticRegression
|
Y
|
Y
|
N
|
Y
|
MLPClassifier
|
Y
|
Y
|
Y
|
Y
|
RandomForestClassifier
|
Y
|
Y
|
N
|
Y
|
SGDClassifier
|
Y
|
Y
|
Y
|
Y
|
SVM
|
Y
|
Y
|
N
|
N
|
Clustering Algorithms
Algorithm
|
fit
|
apply
|
partial_fit
|
summary
|
Birch
|
Y
|
Y
|
Y
|
N
|
DBSCAN
|
Y
|
N
|
N
|
N
|
G-means
|
Y
|
Y
|
N
|
Y
|
K-means
|
Y
|
Y
|
N
|
Y
|
SpectralClustering
|
Y
|
N
|
N
|
N
|
X-means
|
Y
|
Y
|
N
|
Y
|
Cross-validation
Algorithm
|
fit
|
apply
|
partial_fit
|
summary
|
K-fold cross validation
|
Y
|
N
|
N
|
N
|
Algorithm
|
fit
|
apply
|
partial_fit
|
summary
|
FieldSelector
|
Y
|
Y
|
N
|
Y
|
HashingVectorizer
|
Y
|
N
|
N
|
N
|
ICA
|
Y
|
Y
|
N
|
N
|
KernelPCA
|
Y
|
Y
|
N
|
N
|
NPR
|
Y
|
Y
|
N
|
Y
|
PCA
|
Y
|
Y
|
N
|
Y
|
TFIDF
|
Y
|
Y
|
N
|
N
|
Preprocessing (Prepare Data)
Algorithm
|
fit
|
apply
|
partial_fit
|
summary
|
Imputer
|
Y
|
Y
|
N
|
Y
|
RobustScaler
|
Y
|
Y
|
N
|
Y
|
StandardScaler
|
Y
|
Y
|
Y
|
Y
|
Regressors
Algorithm
|
fit
|
apply
|
partial_fit
|
summary
|
AutoPrediction
|
Y
|
Y
|
N
|
Y
|
DecisionTreeRegressor
|
Y
|
Y
|
N
|
Y
|
ElasticNet
|
Y
|
Y
|
N
|
Y
|
GradientBoostingRegressor
|
Y
|
Y
|
N
|
Y
|
KernelRidge
|
Y
|
Y
|
N
|
N
|
Lasso
|
Y
|
Y
|
N
|
Y
|
LinearRegression
|
Y
|
Y
|
N
|
Y
|
RandomForestRegressor
|
Y
|
Y
|
N
|
Y
|
Ridge
|
Y
|
Y
|
N
|
Y
|
SGDRegressor
|
Y
|
Y
|
Y
|
Y
|
System Identification
|
Y
|
Y
|
Y
|
Y
|
Time Series Analysis
Algorithm
|
fit
|
apply
|
partial_fit
|
summary
|
ARIMA
|
Y
|
N
|
N
|
N
|
StateSpaceForecast
|
Y
|
Y
|
Y
|
Y
|
Utility Algorithms
Algorithm
|
fit
|
apply
|
partial_fit
|
summary
|
ACF
|
Y
|
N
|
N
|
N
|
PACF
|
Y
|
N
|
N
|
N
|
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