From 8cd3526bd45ff900484f721850cb9bdba1909ccd Mon Sep 17 00:00:00 2001
From: Jiting Xu <126802425+jitingxu1@users.noreply.github.com>
Date: Tue, 30 Apr 2024 15:26:22 -0700
Subject: [PATCH 1/2] add new steps to docs

---
 docs/_quarto.yml                    | 29 +++++++++++++++++++++++++++++
 ibisml/steps/discretize.py          |  4 ++--
 ibisml/steps/feature_engineering.py |  4 ++--
 3 files changed, 33 insertions(+), 4 deletions(-)

diff --git a/docs/_quarto.yml b/docs/_quarto.yml
index df8b97b..8632202 100644
--- a/docs/_quarto.yml
+++ b/docs/_quarto.yml
@@ -70,6 +70,9 @@ website:
             - reference/steps-imputation.qmd
             - reference/steps-encoding.qmd
             - reference/steps-standardization.qmd
+            - reference/steps-discretization.qmd
+            - reference/steps-feature-selection.qmd
+            - reference/steps-feature-engineering.qmd
             - reference/steps-temporal.qmd
             - reference/steps-other.qmd
 
@@ -151,6 +154,8 @@ quartodoc:
           contents:
             - OneHotEncode
             - CategoricalEncode
+            - CountEncode
+            - TargetEncode
 
         - kind: page
           path: steps-standardization
@@ -160,6 +165,30 @@ quartodoc:
           contents:
             - ScaleStandard
 
+        - kind: page
+          path: steps-discretization
+          summary:
+            name: Discretization
+            desc: Discretization of numeric columns
+          contents:
+            - DiscretizeKBins
+
+        - kind: page
+          path: steps-feature-selection
+          summary:
+            name: Feature Selection
+            desc: Selecting useful features for modeling
+          contents:
+            - ZeroVariance
+
+        - kind: page
+          path: steps-feature-engineering
+          summary:
+            name: Feature Engineering
+            desc: Generating new features
+          contents:
+            - PolynomialFeatures
+
         - kind: page
           path: steps-temporal
           summary:
diff --git a/ibisml/steps/discretize.py b/ibisml/steps/discretize.py
index fcf53d5..b0a806f 100644
--- a/ibisml/steps/discretize.py
+++ b/ibisml/steps/discretize.py
@@ -44,13 +44,13 @@ class DiscretizeKBins(Step):
 
     Bin all numeric columns.
 
-    >>> step = ml.KBinsDiscretizer(ml.numeric(), n_bins=10)
+    >>> step = ml.DiscretizeKBins(ml.numeric(), n_bins=10)
     >>> step.fit_table(p, Metadata())
     >>> step.transform_table(p)
 
     Bin specific numeric columns.
 
-    >>> step = ml.KBinsDiscretizer(["bill_length_mm"], strategy="quantile")
+    >>> step = ml.DiscretizeKBins(["bill_length_mm"], strategy="quantile")
     >>> step.fit_table(p, Metadata())
     >>> step.transform_table(p)
     """
diff --git a/ibisml/steps/feature_engineering.py b/ibisml/steps/feature_engineering.py
index fc95f56..9aee412 100644
--- a/ibisml/steps/feature_engineering.py
+++ b/ibisml/steps/feature_engineering.py
@@ -29,11 +29,11 @@ class PolynomialFeatures(Step):
 
     Generate polynomial features for all numeric columns with a degree is 2.
 
-    >>> step = ml.PolynomialFeatures(ml.numeric(), 2)
+    >>> step = ml.PolynomialFeatures(ml.numeric(), degree=2)
 
     Generate polynomial features a specific set of columns.
 
-    >>> step = ml.PolynomialFeatures(["x", "y"], 2)
+    >>> step = ml.PolynomialFeatures(["x", "y"], degree=2)
     """
 
     def __init__(self, inputs: SelectionType, *, degree: int = 2):

From 105b1f0b2c97b331edca441bd16d91c31389ff00 Mon Sep 17 00:00:00 2001
From: Deepyaman Datta <deepyaman.datta@utexas.edu>
Date: Wed, 1 May 2024 02:15:59 +0100
Subject: [PATCH 2/2] Update docs/_quarto.yml

---
 docs/_quarto.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/_quarto.yml b/docs/_quarto.yml
index 8632202..456d97b 100644
--- a/docs/_quarto.yml
+++ b/docs/_quarto.yml
@@ -176,7 +176,7 @@ quartodoc:
         - kind: page
           path: steps-feature-selection
           summary:
-            name: Feature Selection
+            name: Feature selection
             desc: Selecting useful features for modeling
           contents:
             - ZeroVariance
@@ -184,7 +184,7 @@ quartodoc:
         - kind: page
           path: steps-feature-engineering
           summary:
-            name: Feature Engineering
+            name: Feature engineering
             desc: Generating new features
           contents:
             - PolynomialFeatures