Use this quick reference to see which AI Toolkit algorithms support the fit, apply, partial_fit, and summary commands. For additional details on each of these algorithms, see Algorithms in the AI Toolkit.
| Algorithm |
fit |
apply |
partial_fit |
summary |
| DensityFunction |
Y |
Y |
Y |
Y |
| MultivariateOutlierDetection |
Y |
Y |
Y |
Y |
| LocalOutlierFactor |
Y |
N |
N |
N |
| OneClassSVM |
Y |
Y |
N |
N |
| 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 |
| 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 |
| 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 |
| Algorithm |
fit |
apply |
partial_fit |
summary |
| Imputer |
Y |
Y |
N |
Y |
| RobustScaler |
Y |
Y |
N |
Y |
| StandardScaler |
Y |
Y |
Y |
Y |
| 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 |
| Algorithm |
fit |
apply |
partial_fit |
summary |
| ARIMA |
Y |
N |
N |
N |
| StateSpaceForecast |
Y |
Y |
Y |
Y |
| Algorithm |
fit |
apply |
partial_fit |
summary |
| ACF |
Y |
N |
N |
N |
| PACF |
Y |
N |
N |
N |
Source: /en/splunk-cloud-platform/apply-machine-learning/use-ai-toolkit/5.6.4/algorithms-and-scoring-metrics-in-the-ai-toolkit/algorithm-support-of-key-ml-spl-commands-quick-reference (upstream Splunk AITK 5.6.4 docs)