diff --git a/python/cuml/cuml/cluster/hdbscan/hdbscan.pyx b/python/cuml/cuml/cluster/hdbscan/hdbscan.pyx
index 4f838feb15..0bc3d21e45 100644
--- a/python/cuml/cuml/cluster/hdbscan/hdbscan.pyx
+++ b/python/cuml/cuml/cluster/hdbscan/hdbscan.pyx
@@ -1,4 +1,4 @@
-# Copyright (c) 2021-2023, NVIDIA CORPORATION.
+# Copyright (c) 2021-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/dask/cluster/dbscan.py b/python/cuml/cuml/dask/cluster/dbscan.py
index 367de9971f..8538253bf3 100644
--- a/python/cuml/cuml/dask/cluster/dbscan.py
+++ b/python/cuml/cuml/dask/cluster/dbscan.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2020-2023, NVIDIA CORPORATION.
+# Copyright (c) 2020-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -160,6 +160,5 @@ def fit_predict(self, X, out_dtype="int32"):
         self.fit(X, out_dtype)
         return self.get_combined_model().labels_
 
-    @classmethod
-    def get_param_names(cls):
-        return list(self.kwargs.keys())
+    def get_param_names(self):
+        return list(cls.kwargs.keys())
diff --git a/python/cuml/cuml/dask/cluster/kmeans.py b/python/cuml/cuml/dask/cluster/kmeans.py
index 282aa8095f..b014dc4fb2 100644
--- a/python/cuml/cuml/dask/cluster/kmeans.py
+++ b/python/cuml/cuml/dask/cluster/kmeans.py
@@ -302,6 +302,5 @@ def score(self, X, sample_weight=None):
             cp.asarray(self.client.compute(scores, sync=True)) * -1.0
         )
 
-    @classmethod
-    def get_param_names(cls):
+    def get_param_names(self):
         return list(self.kwargs.keys())
diff --git a/python/cuml/cuml/dask/decomposition/pca.py b/python/cuml/cuml/dask/decomposition/pca.py
index 02285a9822..e82c39895c 100644
--- a/python/cuml/cuml/dask/decomposition/pca.py
+++ b/python/cuml/cuml/dask/decomposition/pca.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -215,8 +215,7 @@ def inverse_transform(self, X, delayed=True):
         """
         return self._inverse_transform(X, n_dims=2, delayed=delayed)
 
-    @classmethod
-    def get_param_names(cls):
+    def get_param_names(self):
         return list(self.kwargs.keys())
 
     @staticmethod
diff --git a/python/cuml/cuml/dask/decomposition/tsvd.py b/python/cuml/cuml/dask/decomposition/tsvd.py
index 3ebe80039d..696062d97b 100644
--- a/python/cuml/cuml/dask/decomposition/tsvd.py
+++ b/python/cuml/cuml/dask/decomposition/tsvd.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -177,8 +177,7 @@ def inverse_transform(self, X, delayed=True):
         """
         return self._inverse_transform(X, n_dims=2, delayed=delayed)
 
-    @classmethod
-    def get_param_names(cls):
+    def get_param_names(self):
         return list(self.kwargs.keys())
 
     @staticmethod
diff --git a/python/cuml/cuml/dask/linear_model/linear_regression.py b/python/cuml/cuml/dask/linear_model/linear_regression.py
index 26d702b3bb..aaa797e96c 100644
--- a/python/cuml/cuml/dask/linear_model/linear_regression.py
+++ b/python/cuml/cuml/dask/linear_model/linear_regression.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -106,8 +106,7 @@ def predict(self, X, delayed=True):
         """
         return self._predict(X, delayed=delayed)
 
-    @classmethod
-    def get_param_names(cls):
+    def get_param_names(self):
         return list(self.kwargs.keys())
 
     @staticmethod
diff --git a/python/cuml/cuml/dask/linear_model/ridge.py b/python/cuml/cuml/dask/linear_model/ridge.py
index 93be31477d..18ddad3c52 100644
--- a/python/cuml/cuml/dask/linear_model/ridge.py
+++ b/python/cuml/cuml/dask/linear_model/ridge.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -114,8 +114,7 @@ def predict(self, X, delayed=True):
         """
         return self._predict(X, delayed=delayed)
 
-    @classmethod
-    def get_param_names(cls):
+    def get_param_names(self):
         return list(self.kwargs.keys())
 
     @staticmethod
diff --git a/python/cuml/cuml/decomposition/incremental_pca.py b/python/cuml/cuml/decomposition/incremental_pca.py
index acd5eb3702..ea77e1edd9 100644
--- a/python/cuml/cuml/decomposition/incremental_pca.py
+++ b/python/cuml/cuml/decomposition/incremental_pca.py
@@ -452,7 +452,7 @@ def transform(self, X, convert_dtype=False) -> CumlArray:
     @classmethod
     def get_param_names(cls):
         # Skip super() since we dont pass any extra parameters in __init__
-        return Base.get_param_names(self) + self._hyperparams
+        return Base.get_param_names() + self._hyperparams
 
 
 def _validate_sparse_input(X):
diff --git a/python/cuml/cuml/feature_extraction/_tfidf.py b/python/cuml/cuml/feature_extraction/_tfidf.py
index b1c4a65ed7..c4d7a5fd1b 100644
--- a/python/cuml/cuml/feature_extraction/_tfidf.py
+++ b/python/cuml/cuml/feature_extraction/_tfidf.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/internals/base.pyx b/python/cuml/cuml/internals/base.pyx
index 9c13410f57..ad6f761799 100644
--- a/python/cuml/cuml/internals/base.pyx
+++ b/python/cuml/cuml/internals/base.pyx
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/linear_model/elastic_net.pyx b/python/cuml/cuml/linear_model/elastic_net.pyx
index 325e3e6de3..cae04051e1 100644
--- a/python/cuml/cuml/linear_model/elastic_net.pyx
+++ b/python/cuml/cuml/linear_model/elastic_net.pyx
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2019-2022, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/linear_model/lasso.py b/python/cuml/cuml/linear_model/lasso.py
index c81272a875..9b0aafa5ef 100644
--- a/python/cuml/cuml/linear_model/lasso.py
+++ b/python/cuml/cuml/linear_model/lasso.py
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/neighbors/kneighbors_classifier.pyx b/python/cuml/cuml/neighbors/kneighbors_classifier.pyx
index 03d9b7bb73..0751bf4c5c 100644
--- a/python/cuml/cuml/neighbors/kneighbors_classifier.pyx
+++ b/python/cuml/cuml/neighbors/kneighbors_classifier.pyx
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/neighbors/kneighbors_regressor.pyx b/python/cuml/cuml/neighbors/kneighbors_regressor.pyx
index 4142226f18..c9ec8f1b93 100644
--- a/python/cuml/cuml/neighbors/kneighbors_regressor.pyx
+++ b/python/cuml/cuml/neighbors/kneighbors_regressor.pyx
@@ -1,5 +1,5 @@
 #
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/svm/linear.pyx b/python/cuml/cuml/svm/linear.pyx
index 957b142200..e52ef100a4 100644
--- a/python/cuml/cuml/svm/linear.pyx
+++ b/python/cuml/cuml/svm/linear.pyx
@@ -1,4 +1,4 @@
-# Copyright (c) 2021-2023, NVIDIA CORPORATION.
+# Copyright (c) 2021-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/svm/linear_svc.py b/python/cuml/cuml/svm/linear_svc.py
index 5b66732a4f..bb53ecb633 100644
--- a/python/cuml/cuml/svm/linear_svc.py
+++ b/python/cuml/cuml/svm/linear_svc.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2021-2023, NVIDIA CORPORATION.
+# Copyright (c) 2021-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/svm/linear_svr.py b/python/cuml/cuml/svm/linear_svr.py
index 87c48c060b..93c2c13389 100644
--- a/python/cuml/cuml/svm/linear_svr.py
+++ b/python/cuml/cuml/svm/linear_svr.py
@@ -1,4 +1,4 @@
-# Copyright (c) 2021-2023, NVIDIA CORPORATION.
+# Copyright (c) 2021-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/svm/svm_base.pyx b/python/cuml/cuml/svm/svm_base.pyx
index 24f8b20fda..bd4f5c5681 100644
--- a/python/cuml/cuml/svm/svm_base.pyx
+++ b/python/cuml/cuml/svm/svm_base.pyx
@@ -1,4 +1,4 @@
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
diff --git a/python/cuml/cuml/tsa/holtwinters.pyx b/python/cuml/cuml/tsa/holtwinters.pyx
index 165467d5eb..f22f363051 100644
--- a/python/cuml/cuml/tsa/holtwinters.pyx
+++ b/python/cuml/cuml/tsa/holtwinters.pyx
@@ -1,4 +1,4 @@
-# Copyright (c) 2019-2023, NVIDIA CORPORATION.
+# Copyright (c) 2019-2024, NVIDIA CORPORATION.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.