GH-16413: Adding HGLM solo algorithm page [nocheck] (#16419)

* ht/initial hglm * ht/added descriptions, ordered, values * ht/references * ht/pulled old intro; defining hlm to own section * ht/thru pg2 * ht/first thru HLM section * ht/next section * ht/added to available algo-params * ht/next section draft * ht/equation fixes * ht/next section * ht/weekend pause * ht/draft log-likelihood * ht/alternate log-likelihood & updated refs * ht/pulling hglm from algo-params & glm page * ht/end piece - example stand-in - glm family image add-in for shared algo-params * ht/requested updates * ht/removed intro * ht/requested updates * ht/added r examples * ht/requested changes rd.2 * ht/requetsed changed rd.3
h2oai · Oct 26, 2024 · dc7bfa7 · dc7bfa7
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diff --git a/h2o-docs/src/product/data-science.rst b/h2o-docs/src/product/data-science.rst
@@ -42,6 +42,7 @@ H2O-3 supports the following supervised algorithms:
    data-science/model_selection
    data-science/gam
    data-science/anova_glm
+   data-science/hglm
    data-science/gbm
    data-science/naive-bayes
    data-science/rulefit

diff --git a/h2o-docs/src/product/data-science/algo-params/custom_metric_func.rst b/h2o-docs/src/product/data-science/algo-params/custom_metric_func.rst
@@ -3,7 +3,7 @@
 ``custom_metric_func``
 ----------------------
 
-- Available in: GBM, GLM, DRF, Deeplearning, Stacked Ensembles, XGBoost
+- Available in: GBM, GLM, HGLM, DRF, Deeplearning, Stacked Ensembles, XGBoost
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/family.rst b/h2o-docs/src/product/data-science/algo-params/family.rst
@@ -1,7 +1,7 @@
 ``family``
 ----------
 
-- Available in: GLM, GAM
+- Available in: GLM, GAM, HGLM
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/hglm.rst b/h2o-docs/src/product/data-science/algo-params/hglm.rst
diff --git a/h2o-docs/src/product/data-science/algo-params/ignore_const_cols.rst b/h2o-docs/src/product/data-science/algo-params/ignore_const_cols.rst
@@ -1,7 +1,7 @@
 ``ignore_const_cols``
 ---------------------
 
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, PCA, GLRM, Naïve-Bayes, K-Means, XGBoost, Aggregator, Isolation Forest, Extended Isolation Forest, Uplift DRF, AdaBoost
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, PCA, GLRM, Naïve-Bayes, K-Means, XGBoost, Aggregator, Isolation Forest, Extended Isolation Forest, Uplift DRF, AdaBoost, Decision Tree, ANOVAGLM, ModelSelection
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/ignored_columns.rst b/h2o-docs/src/product/data-science/algo-params/ignored_columns.rst
@@ -1,7 +1,7 @@
 ``ignored_columns``
 -------------------
 
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, PCA, GLRM, Naïve-Bayes, K-Means, XGBoost, Aggregator, CoxPH, Isolation Forest, Extended Isolation Forest, Uplift DRF, AdaBoost
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, PCA, GLRM, Naïve-Bayes, K-Means, XGBoost, Aggregator, CoxPH, Isolation Forest, Extended Isolation Forest, Uplift DRF, AdaBoost, Decision Tree, ANOVAGLM, ModelSelection
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/max_iterations.rst b/h2o-docs/src/product/data-science/algo-params/max_iterations.rst
@@ -1,7 +1,7 @@
 ``max_iterations``
 ------------------
 
-- Available in: GLM,  GAM, PCA, GLRM, K-Means, CoxPH
+- Available in: GLM, GAM, HGLM, PCA, GLRM, K-Means, CoxPH, ANOVAGLM, ModelSelection
 - Hyperparameter: yes
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/max_runtime_secs.rst b/h2o-docs/src/product/data-science/algo-params/max_runtime_secs.rst
@@ -3,7 +3,7 @@
 ``max_runtime_secs``
 -----------------------
 
-- Available in: GBM, DRF, Deep Learning, GLM, PCA, GLRM, Naïve-Bayes, K-Means, AutoML, XGBoost, Word2vec, Isolation Forest, Stacked Ensembles, Uplift DRF
+- Available in: GBM, DRF, Deep Learning, GLM, HGLM, PCA, GLRM, Naïve-Bayes, K-Means, AutoML, XGBoost, Word2vec, Isolation Forest, Stacked Ensembles, Uplift DRF, ANOVAGLM, ModelSelection
 - Hyperparameter: yes
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/missing_values_handling.rst b/h2o-docs/src/product/data-science/algo-params/missing_values_handling.rst
@@ -1,7 +1,7 @@
 ``missing_values_handling``
 ---------------------------
 
-- Available in: Deep Learning, GLM, GAM
+- Available in: Deep Learning, GLM, GAM, HGLM, ANOVAGLM, ModelSelection
 - Hyperparameter: yes
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/model_id.rst b/h2o-docs/src/product/data-science/algo-params/model_id.rst
@@ -1,7 +1,7 @@
 ``model_id``
 ------------
 
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, PCA, GLRM, Naïve-Bayes, K-Means, Word2Vec, Stacked Ensembles, XGBoost, Aggregator, CoxPH, Isolation Forest, Extended Isolation Forest, Uplift DRF, AdaBoost
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, PCA, GLRM, Naïve-Bayes, K-Means, Word2Vec, Stacked Ensembles, XGBoost, Aggregator, CoxPH, Isolation Forest, Extended Isolation Forest, Uplift DRF, AdaBoost, Decision Tree, ANOVAGLM, ModelSelection
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/offset_column.rst b/h2o-docs/src/product/data-science/algo-params/offset_column.rst
@@ -1,7 +1,7 @@
 ``offset_column``
 -----------------
 
-- Available in: GBM, Deep Learning, GLM, GAM, CoxPH, XGBoost, Stacked Ensembles
+- Available in: GBM, Deep Learning, GLM, GAM, HGLM, CoxPH, XGBoost, Stacked Ensembles, ANOVAGLM, ModelSelection
 - Hyperparameter: no
 
 

diff --git a/h2o-docs/src/product/data-science/algo-params/plug_values.rst b/h2o-docs/src/product/data-science/algo-params/plug_values.rst
@@ -1,7 +1,7 @@
 ``plug_values``
 ---------------
 
-- Available in: GLM, GAM
+- Available in: GLM, GAM, HGLM, ANOVAGLM, ModelSelection
 - Hyperparameter: yes
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/rand_family.rst b/h2o-docs/src/product/data-science/algo-params/rand_family.rst
@@ -1,7 +1,7 @@
 ``rand_family``
 ---------------
 
-- Available in: GLM
+- Available in: HGLM
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/random_columns.rst b/h2o-docs/src/product/data-science/algo-params/random_columns.rst
@@ -1,8 +1,8 @@
 ``random_columns``
 ------------------
 
-- Available in: GLM
-- Hyperparameter: no
+- Available in: HGLM
+- Hyperparameter: yes
 
 Description
 ~~~~~~~~~~~

diff --git a/h2o-docs/src/product/data-science/algo-params/score_each_iteration.rst b/h2o-docs/src/product/data-science/algo-params/score_each_iteration.rst
@@ -3,7 +3,7 @@
 ``score_each_iteration``
 ------------------------
 
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, PCA, GLRM, Naïve-Bayes, K-Means, XGBoost, Isolation Forest, Extended Isolation Forest, Uplift DRF
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, PCA, GLRM, Naïve-Bayes, K-Means, XGBoost, Isolation Forest, Extended Isolation Forest, Uplift DRF, ANOVAGLM, ModelSelection
 - Hyperparameter: no
 
 

diff --git a/h2o-docs/src/product/data-science/algo-params/seed.rst b/h2o-docs/src/product/data-science/algo-params/seed.rst
@@ -1,7 +1,7 @@
 ``seed``
 --------
 
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, PCA, GLRM, Naïve-Bayes, K-Means, AutoML, XGBoost, Stacked Ensembles, Isolation Forest, Target Encoding, Extended Isolation Forest, Uplift DRF, AdaBoost
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, PCA, GLRM, Naïve-Bayes, K-Means, AutoML, XGBoost, Stacked Ensembles, Isolation Forest, Target Encoding, Extended Isolation Forest, Uplift DRF, AdaBoost, Decision Tree, ANOVAGLM, ModelSelection
 - Hyperparameter: yes
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/standardize.rst b/h2o-docs/src/product/data-science/algo-params/standardize.rst
@@ -1,7 +1,7 @@
 ``standardize``
 ---------------
 
-- Available in: Deep Learning, GLM, GAM, K-Means
+- Available in: Deep Learning, GLM, GAM, HGLM, K-Means, ANOVAGLM, ModelSelection
 - Hyperparameter: yes
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/training_frame.rst b/h2o-docs/src/product/data-science/algo-params/training_frame.rst
@@ -1,7 +1,7 @@
 ``training_frame``
 ------------------
 
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, PCA, GLRM, Naïve-Bayes, K-Means, Word2Vec, Stacked Ensembles, AutoML, XGBoost, Aggregator, CoxPH, Isolation Forest, Extended Isolation Forest, Uplift DRF, AdaBoost
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, PCA, GLRM, Naïve-Bayes, K-Means, Word2Vec, Stacked Ensembles, AutoML, XGBoost, Aggregator, CoxPH, Isolation Forest, Extended Isolation Forest, Uplift DRF, AdaBoost, Decision Tree, ANOVAGLM, ModelSelection
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/validation_frame.rst b/h2o-docs/src/product/data-science/algo-params/validation_frame.rst
@@ -1,7 +1,7 @@
 ``validation_frame``
 --------------------
 
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, PCA, GLRM, Naïve-Bayes, K-Means, Stacked Ensembles, AutoML, XGBoost, Uplift DRF
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, PCA, GLRM, Naïve-Bayes, K-Means, Stacked Ensembles, AutoML, XGBoost, Uplift DRF, ModelSelection
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/weights_column.rst b/h2o-docs/src/product/data-science/algo-params/weights_column.rst
@@ -1,7 +1,7 @@
 ``weights_column``
 ------------------
 
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, AutoML, XGBoost, CoxPH, Stacked Ensembles, AdaBoost
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, AutoML, XGBoost, CoxPH, Stacked Ensembles, AdaBoost, ANOVAGLM, ModelSelection
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/x.rst b/h2o-docs/src/product/data-science/algo-params/x.rst
@@ -1,7 +1,7 @@
 ``x``
 -----
 
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, PCA, GLRM, Naïve-Bayes, K-Means, Stacked Ensembles, AutoML, XGBoost, Uplift DRF, AdaBoost
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, PCA, GLRM, Naïve-Bayes, K-Means, Stacked Ensembles, AutoML, XGBoost, Uplift DRF, AdaBoost, Decision Tree, ANOVAGLM, ModelSelection
 - Hyperparameter: no
 
 Description

diff --git a/h2o-docs/src/product/data-science/algo-params/y.rst b/h2o-docs/src/product/data-science/algo-params/y.rst
@@ -1,6 +1,6 @@
 ``y``
 -----
-- Available in: GBM, DRF, Deep Learning, GLM, GAM, Naïve-Bayes, Stacked Ensembles, AutoML, XGBoost, Aggregator, Uplift DRF, AdaBoost
+- Available in: GBM, DRF, Deep Learning, GLM, GAM, HGLM, Naïve-Bayes, Stacked Ensembles, AutoML, XGBoost, Aggregator, Uplift DRF, AdaBoost, Decision Tree, ANOVAGLM, ModelSelection
 - Hyperparameter: no