diff --git a/python/pyspark/ml/classification.py b/python/pyspark/ml/classification.py
index c257ace02cfe9..ce6543952bf6d 100644
--- a/python/pyspark/ml/classification.py
+++ b/python/pyspark/ml/classification.py
@@ -874,13 +874,6 @@ class TreeClassifierParams(object):
     def __init__(self):
         super(TreeClassifierParams, self).__init__()
 
-    @since("1.6.0")
-    def setImpurity(self, value):
-        """
-        Sets the value of :py:attr:`impurity`.
-        """
-        return self._set(impurity=value)
-
     @since("1.6.0")
     def getImpurity(self):
         """
@@ -1003,6 +996,49 @@ def setParams(self, featuresCol="features", labelCol="label", predictionCol="pre
     def _create_model(self, java_model):
         return DecisionTreeClassificationModel(java_model)
 
+    def setMaxDepth(self, value):
+        """
+        Sets the value of :py:attr:`maxDepth`.
+        """
+        return self._set(maxDepth=value)
+
+    def setMaxBins(self, value):
+        """
+        Sets the value of :py:attr:`maxBins`.
+        """
+        return self._set(maxBins=value)
+
+    def setMinInstancesPerNode(self, value):
+        """
+        Sets the value of :py:attr:`minInstancesPerNode`.
+        """
+        return self._set(minInstancesPerNode=value)
+
+    def setMinInfoGain(self, value):
+        """
+        Sets the value of :py:attr:`minInfoGain`.
+        """
+        return self._set(minInfoGain=value)
+
+    def setMaxMemoryInMB(self, value):
+        """
+        Sets the value of :py:attr:`maxMemoryInMB`.
+        """
+        return self._set(maxMemoryInMB=value)
+
+    def setCacheNodeIds(self, value):
+        """
+        Sets the value of :py:attr:`cacheNodeIds`.
+        """
+        return self._set(cacheNodeIds=value)
+
+    @since("1.4.0")
+    def setImpurity(self, value):
+        """
+        Sets the value of :py:attr:`impurity`.
+        """
+        return self._set(impurity=value)
+
 
 @inherit_doc
 class DecisionTreeClassificationModel(DecisionTreeModel, JavaClassificationModel, JavaMLWritable,
@@ -1133,6 +1169,63 @@ def setParams(self, featuresCol="features", labelCol="label", predictionCol="pre
     def _create_model(self, java_model):
         return RandomForestClassificationModel(java_model)
 
+    def setMaxDepth(self, value):
+        """
+        Sets the value of :py:attr:`maxDepth`.
+        """
+        return self._set(maxDepth=value)
+
+    def setMaxBins(self, value):
+        """
+        Sets the value of :py:attr:`maxBins`.
+        """
+        return self._set(maxBins=value)
+
+    def setMinInstancesPerNode(self, value):
+        """
+        Sets the value of :py:attr:`minInstancesPerNode`.
+        """
+        return self._set(minInstancesPerNode=value)
+
+    def setMinInfoGain(self, value):
+        """
+        Sets the value of :py:attr:`minInfoGain`.
+        """
+        return self._set(minInfoGain=value)
+
+    def setMaxMemoryInMB(self, value):
+        """
+        Sets the value of :py:attr:`maxMemoryInMB`.
+        """
+        return self._set(maxMemoryInMB=value)
+
+    def setCacheNodeIds(self, value):
+        """
+        Sets the value of :py:attr:`cacheNodeIds`.
+        """
+        return self._set(cacheNodeIds=value)
+
+    @since("1.4.0")
+    def setImpurity(self, value):
+        """
+        Sets the value of :py:attr:`impurity`.
+        """
+        return self._set(impurity=value)
+
+    @since("1.4.0")
+    def setNumTrees(self, value):
+        """
+        Sets the value of :py:attr:`numTrees`.
+        """
+        return self._set(numTrees=value)
+
+    @since("1.4.0")
+    def setSubsamplingRate(self, value):
+        """
+        Sets the value of :py:attr:`subsamplingRate`.
+        """
+        return self._set(subsamplingRate=value)
+
     @since("2.4.0")
     def setFeatureSubsetStrategy(self, value):
         """
@@ -1317,6 +1410,49 @@ def setParams(self, featuresCol="features", labelCol="label", predictionCol="pre
     def _create_model(self, java_model):
         return GBTClassificationModel(java_model)
 
+    def setMaxDepth(self, value):
+        """
+        Sets the value of :py:attr:`maxDepth`.
+        """
+        return self._set(maxDepth=value)
+
+    def setMaxBins(self, value):
+        """
+        Sets the value of :py:attr:`maxBins`.
+        """
+        return self._set(maxBins=value)
+
+    def setMinInstancesPerNode(self, value):
+        """
+        Sets the value of :py:attr:`minInstancesPerNode`.
+        """
+        return self._set(minInstancesPerNode=value)
+
+    def setMinInfoGain(self, value):
+        """
+        Sets the value of :py:attr:`minInfoGain`.
+        """
+        return self._set(minInfoGain=value)
+
+    def setMaxMemoryInMB(self, value):
+        """
+        Sets the value of :py:attr:`maxMemoryInMB`.
+        """
+        return self._set(maxMemoryInMB=value)
+
+    def setCacheNodeIds(self, value):
+        """
+        Sets the value of :py:attr:`cacheNodeIds`.
+        """
+        return self._set(cacheNodeIds=value)
+
+    @since("1.4.0")
+    def setImpurity(self, value):
+        """
+        Sets the value of :py:attr:`impurity`.
+        """
+        return self._set(impurity=value)
+
     @since("1.4.0")
     def setLossType(self, value):
         """
@@ -1324,6 +1460,13 @@ def setLossType(self, value):
         """
         return self._set(lossType=value)
 
+    @since("1.4.0")
+    def setSubsamplingRate(self, value):
+        """
+        Sets the value of :py:attr:`subsamplingRate`.
+        """
+        return self._set(subsamplingRate=value)
+
     @since("2.4.0")
     def setFeatureSubsetStrategy(self, value):
         """
diff --git a/python/pyspark/ml/param/shared.py b/python/pyspark/ml/param/shared.py
index 6405b9fce7efb..56d6190723161 100644
--- a/python/pyspark/ml/param/shared.py
+++ b/python/pyspark/ml/param/shared.py
@@ -765,72 +765,36 @@ class DecisionTreeParams(Params):
     def __init__(self):
         super(DecisionTreeParams, self).__init__()
 
-    def setMaxDepth(self, value):
-        """
-        Sets the value of :py:attr:`maxDepth`.
-        """
-        return self._set(maxDepth=value)
-
     def getMaxDepth(self):
         """
         Gets the value of maxDepth or its default value.
         """
         return self.getOrDefault(self.maxDepth)
 
-    def setMaxBins(self, value):
-        """
-        Sets the value of :py:attr:`maxBins`.
-        """
-        return self._set(maxBins=value)
-
     def getMaxBins(self):
         """
         Gets the value of maxBins or its default value.
         """
         return self.getOrDefault(self.maxBins)
 
-    def setMinInstancesPerNode(self, value):
-        """
-        Sets the value of :py:attr:`minInstancesPerNode`.
-        """
-        return self._set(minInstancesPerNode=value)
-
     def getMinInstancesPerNode(self):
         """
         Gets the value of minInstancesPerNode or its default value.
         """
         return self.getOrDefault(self.minInstancesPerNode)
 
-    def setMinInfoGain(self, value):
-        """
-        Sets the value of :py:attr:`minInfoGain`.
-        """
-        return self._set(minInfoGain=value)
-
     def getMinInfoGain(self):
         """
         Gets the value of minInfoGain or its default value.
         """
         return self.getOrDefault(self.minInfoGain)
 
-    def setMaxMemoryInMB(self, value):
-        """
-        Sets the value of :py:attr:`maxMemoryInMB`.
-        """
-        return self._set(maxMemoryInMB=value)
-
     def getMaxMemoryInMB(self):
         """
         Gets the value of maxMemoryInMB or its default value.
         """
         return self.getOrDefault(self.maxMemoryInMB)
 
-    def setCacheNodeIds(self, value):
-        """
-        Sets the value of :py:attr:`cacheNodeIds`.
-        """
-        return self._set(cacheNodeIds=value)
-
     def getCacheNodeIds(self):
         """
         Gets the value of cacheNodeIds or its default value.
diff --git a/python/pyspark/ml/regression.py b/python/pyspark/ml/regression.py
index 927cc77e201a5..349130f22fade 100644
--- a/python/pyspark/ml/regression.py
+++ b/python/pyspark/ml/regression.py
@@ -609,13 +609,6 @@ class TreeEnsembleParams(DecisionTreeParams):
     def __init__(self):
         super(TreeEnsembleParams, self).__init__()
 
-    @since("1.4.0")
-    def setSubsamplingRate(self, value):
-        """
-        Sets the value of :py:attr:`subsamplingRate`.
-        """
-        return self._set(subsamplingRate=value)
-
     @since("1.4.0")
     def getSubsamplingRate(self):
         """
@@ -623,15 +616,6 @@ def getSubsamplingRate(self):
         """
         return self.getOrDefault(self.subsamplingRate)
 
-    @since("1.4.0")
-    def setFeatureSubsetStrategy(self, value):
-        """
-        Sets the value of :py:attr:`featureSubsetStrategy`.
-
-        .. note:: Deprecated in 2.4.0 and will be removed in 3.0.0.
-        """
-        return self._set(featureSubsetStrategy=value)
-
     @since("1.4.0")
     def getFeatureSubsetStrategy(self):
         """
@@ -655,13 +639,6 @@ class HasVarianceImpurity(Params):
     def __init__(self):
         super(HasVarianceImpurity, self).__init__()
 
-    @since("1.4.0")
-    def setImpurity(self, value):
-        """
-        Sets the value of :py:attr:`impurity`.
-        """
-        return self._set(impurity=value)
-
     @since("1.4.0")
     def getImpurity(self):
         """
@@ -685,13 +662,6 @@ class RandomForestParams(TreeEnsembleParams):
     def __init__(self):
         super(RandomForestParams, self).__init__()
 
-    @since("1.4.0")
-    def setNumTrees(self, value):
-        """
-        Sets the value of :py:attr:`numTrees`.
-        """
-        return self._set(numTrees=value)
-
     @since("1.4.0")
     def getNumTrees(self):
         """
@@ -843,6 +813,49 @@ def setParams(self, featuresCol="features", labelCol="label", predictionCol="pre
     def _create_model(self, java_model):
         return DecisionTreeRegressionModel(java_model)
 
+    def setMaxDepth(self, value):
+        """
+        Sets the value of :py:attr:`maxDepth`.
+        """
+        return self._set(maxDepth=value)
+
+    def setMaxBins(self, value):
+        """
+        Sets the value of :py:attr:`maxBins`.
+        """
+        return self._set(maxBins=value)
+
+    def setMinInstancesPerNode(self, value):
+        """
+        Sets the value of :py:attr:`minInstancesPerNode`.
+        """
+        return self._set(minInstancesPerNode=value)
+
+    def setMinInfoGain(self, value):
+        """
+        Sets the value of :py:attr:`minInfoGain`.
+        """
+        return self._set(minInfoGain=value)
+
+    def setMaxMemoryInMB(self, value):
+        """
+        Sets the value of :py:attr:`maxMemoryInMB`.
+        """
+        return self._set(maxMemoryInMB=value)
+
+    def setCacheNodeIds(self, value):
+        """
+        Sets the value of :py:attr:`cacheNodeIds`.
+        """
+        return self._set(cacheNodeIds=value)
+
+    @since("1.4.0")
+    def setImpurity(self, value):
+        """
+        Sets the value of :py:attr:`impurity`.
+        """
+        return self._set(impurity=value)
+
 
 @inherit_doc
 class DecisionTreeModel(JavaModel, JavaPredictionModel):
@@ -1036,6 +1049,63 @@ def setParams(self, featuresCol="features", labelCol="label", predictionCol="pre
     def _create_model(self, java_model):
         return RandomForestRegressionModel(java_model)
 
+    def setMaxDepth(self, value):
+        """
+        Sets the value of :py:attr:`maxDepth`.
+        """
+        return self._set(maxDepth=value)
+
+    def setMaxBins(self, value):
+        """
+        Sets the value of :py:attr:`maxBins`.
+        """
+        return self._set(maxBins=value)
+
+    def setMinInstancesPerNode(self, value):
+        """
+        Sets the value of :py:attr:`minInstancesPerNode`.
+        """
+        return self._set(minInstancesPerNode=value)
+
+    def setMinInfoGain(self, value):
+        """
+        Sets the value of :py:attr:`minInfoGain`.
+        """
+        return self._set(minInfoGain=value)
+
+    def setMaxMemoryInMB(self, value):
+        """
+        Sets the value of :py:attr:`maxMemoryInMB`.
+        """
+        return self._set(maxMemoryInMB=value)
+
+    def setCacheNodeIds(self, value):
+        """
+        Sets the value of :py:attr:`cacheNodeIds`.
+        """
+        return self._set(cacheNodeIds=value)
+
+    @since("1.4.0")
+    def setImpurity(self, value):
+        """
+        Sets the value of :py:attr:`impurity`.
+        """
+        return self._set(impurity=value)
+
+    @since("1.4.0")
+    def setNumTrees(self, value):
+        """
+        Sets the value of :py:attr:`numTrees`.
+        """
+        return self._set(numTrees=value)
+
+    @since("1.4.0")
+    def setSubsamplingRate(self, value):
+        """
+        Sets the value of :py:attr:`subsamplingRate`.
+        """
+        return self._set(subsamplingRate=value)
+
     @since("2.4.0")
     def setFeatureSubsetStrategy(self, value):
         """
@@ -1180,6 +1250,49 @@ def setParams(self, featuresCol="features", labelCol="label", predictionCol="pre
     def _create_model(self, java_model):
         return GBTRegressionModel(java_model)
 
+    def setMaxDepth(self, value):
+        """
+        Sets the value of :py:attr:`maxDepth`.
+        """
+        return self._set(maxDepth=value)
+
+    def setMaxBins(self, value):
+        """
+        Sets the value of :py:attr:`maxBins`.
+        """
+        return self._set(maxBins=value)
+
+    def setMinInstancesPerNode(self, value):
+        """
+        Sets the value of :py:attr:`minInstancesPerNode`.
+        """
+        return self._set(minInstancesPerNode=value)
+
+    def setMinInfoGain(self, value):
+        """
+        Sets the value of :py:attr:`minInfoGain`.
+        """
+        return self._set(minInfoGain=value)
+
+    def setMaxMemoryInMB(self, value):
+        """
+        Sets the value of :py:attr:`maxMemoryInMB`.
+        """
+        return self._set(maxMemoryInMB=value)
+
+    def setCacheNodeIds(self, value):
+        """
+        Sets the value of :py:attr:`cacheNodeIds`.
+        """
+        return self._set(cacheNodeIds=value)
+
+    @since("1.4.0")
+    def setImpurity(self, value):
+        """
+        Sets the value of :py:attr:`impurity`.
+        """
+        return self._set(impurity=value)
+
     @since("1.4.0")
     def setLossType(self, value):
         """
@@ -1187,6 +1300,13 @@ def setLossType(self, value):
         """
         return self._set(lossType=value)
 
+    @since("1.4.0")
+    def setSubsamplingRate(self, value):
+        """
+        Sets the value of :py:attr:`subsamplingRate`.
+        """
+        return self._set(subsamplingRate=value)
+
     @since("2.4.0")
     def setFeatureSubsetStrategy(self, value):
         """