*ML Workers
===========
.. _Worker_Family_ml:
.. list-table:: ml Workers 
   :widths: 50 30 10 10
   :header-rows: 1

   * - Name
     - Description
     - Number of Inputs
     - Number of Outputs
   * - :ref:`\*ML_CLEAN_AUTOCLEAN <Worker_Info_ml_clean_autoclean>`
     - Auto Clean
     - 1
     - 2
   * - :ref:`\*ML_DECISION_TREE_TRAIN <Worker_Info_ml_decision_tree_train>`
     - Train or classify using Decision Tree
     - 3
     - 1
   * - :ref:`\*ML_EXPLORE_RUN_PCA <Worker_Info_ml_explore_run_pca>`
     - RunPCA
     - 3
     - 1
   * - :ref:`\*ML_EXPLORE_FEATURE_IMPORTANCE <Worker_Info_ml_explore_feature_importance>`
     - Feature Importance
     - 5
     - 1
   * - :ref:`\*ML_EXPLORE_GET_SCHEMA <Worker_Info_ml_explore_get_schema>`
     - Get Schema
     - 3
     - 1
   * - :ref:`\*ML_IMAGE_CLASSIFICATION_LEARN <Worker_Info_ml_image_classification_learn>`
     - Connects to a d3VIEW Image Classification Server to learn based on annotations generated from Image Annotator
     - 3
     - 5
   * - :ref:`\*ML_LEARN_RFC <Worker_Info_ml_learn_rfc>`
     - Random Forest Classifier
     - 7
     - 5
   * - :ref:`\*ML_LEARN_DTREEREG <Worker_Info_ml_learn_dtreereg>`
     - Decision Tree Regression
     - 10
     - 5
   * - :ref:`\*ML_LEARN_MLP <Worker_Info_ml_learn_mlp>`
     - MLP Regression
     - 14
     - 5
   * - :ref:`\*ML_LEARN_LINEAR <Worker_Info_ml_learn_linear>`
     - Linear Regression
     - 12
     - 5
   * - :ref:`\*ML_LEARN_AUTO <Worker_Info_ml_learn_auto>`
     - Auto Regression
     - 13
     - 5
   * - :ref:`\*ML_LEARN_DTREE <Worker_Info_ml_learn_dtree>`
     - Decision Tree Classifier
     - 8
     - 5
   * - :ref:`\*ML_LEARN_GNB <Worker_Info_ml_learn_gnb>`
     - Gaussian Naive Bayes
     - 6
     - 5
   * - :ref:`\*ML_LEARN_SVC <Worker_Info_ml_learn_svc>`
     - Support Vector Classifier
     - 7
     - 5
   * - :ref:`\*ML_LEARN_RFR <Worker_Info_ml_learn_rfr>`
     - Random Forest Regression
     - 11
     - 5
   * - :ref:`\*ML_LEARN_SVR <Worker_Info_ml_learn_svr>`
     - Support Vector Regression
     - 10
     - 5
   * - :ref:`\*ML_LEARN_RIDGE <Worker_Info_ml_learn_ridge>`
     - Ridge Regression
     - 12
     - 5
   * - :ref:`\*ML_LEARN_GPR <Worker_Info_ml_learn_gpr>`
     - Gaussian Process Regression
     - 10
     - 5
   * - :ref:`\*ML_LEARN_GBOOSTR <Worker_Info_ml_learn_gboostr>`
     - Gradient Boost Regressor
     - 11
     - 5
   * - :ref:`\*ML_LEARN_SGDR <Worker_Info_ml_learn_sgdr>`
     - SGD Regression
     - 12
     - 5
   * - :ref:`\*ML_LEARN_DBSCANCLUSTERING <Worker_Info_ml_learn_dbscanclustering>`
     - DBSCAN clustering
     - 5
     - 5
   * - :ref:`\*ML_LEARN_KMEANS <Worker_Info_ml_learn_kmeans>`
     - K-Means
     - 5
     - 5
   * - :ref:`\*ML_LEARN_MEANSHIFT <Worker_Info_ml_learn_meanshift>`
     - Mean Shift Clustering
     - 5
     - 5
   * - :ref:`\*ML_LEARN_BAYESIANRIDGECV <Worker_Info_ml_learn_bayesianridgecv>`
     - BayesianRidge Regression with CV
     - 10
     - 5
   * - :ref:`\*ML_LEARN_LASSO <Worker_Info_ml_learn_lasso>`
     - Lasso Regression
     - 12
     - 5
   * - :ref:`\*ML_LEARN_MLP_CLASSIFY <Worker_Info_ml_learn_mlp_classify>`
     - MLP-Classifier
     - 6
     - 5
   * - :ref:`\*ML_LEARN_LOGISTIC <Worker_Info_ml_learn_logistic>`
     - Logistic Regression
     - 10
     - 5
   * - :ref:`\*ML_LEARN_BAYESIANRIDGE <Worker_Info_ml_learn_bayesianridge>`
     - BayesianRidge Regression
     - 10
     - 5
   * - :ref:`\*ML_LEARN_BIRCHCLUSTERING <Worker_Info_ml_learn_birchclustering>`
     - Birch clustering
     - 5
     - 5
   * - :ref:`\*ML_LEARN_ELASTICNET <Worker_Info_ml_learn_elasticnet>`
     - ElasticNet Regression
     - 10
     - 5
   * - :ref:`\*ML_LEARN_AGGLOMERATIVECLUSTERING <Worker_Info_ml_learn_agglomerativeclustering>`
     - Agglomerative Clustering
     - 5
     - 5
   * - :ref:`\*ML_LEARN_SPECTRALCLUSTERING <Worker_Info_ml_learn_spectralclustering>`
     - Spectral clustering
     - 5
     - 5
   * - :ref:`\*ML_LEARN_AFFINITYPROPAGATION <Worker_Info_ml_learn_affinitypropagation>`
     - Affinity Propagation
     - 5
     - 5
   * - :ref:`\*ML_PREDICT_INTERACTIVE <Worker_Info_ml_predict_interactive>`
     - ML Predict Info
     - 7
     - 1
   * - :ref:`\*ML_PREDICT_INFO <Worker_Info_ml_predict_info>`
     - ML Interactive Prediction
     - 1
     - 6
   * - :ref:`\*ML_PREDICT <Worker_Info_ml_predict>`
     - ML Predict
     - 4
     - 1
   * - :ref:`\*ML_SIMLYTIKS_TERMINAL <Worker_Info_ml_simlytiks_terminal>`
     - Learns and predicts the commands for Simlytiks based on data
     - 7
     - 2