diff --git a/python-scikit-learn.spec b/python-scikit-learn.spec
index 8785b39bdb4dc53e58dc3ca73a47a30eb47d7920..0fecccf7eb2e1ef5dfd308f05df6fcc5712eb2a2 100644
--- a/python-scikit-learn.spec
+++ b/python-scikit-learn.spec
@@ -2,7 +2,7 @@
 
 Name:           python-scikit-learn
 Summary:        A Python module for machine learning built on top of SciPy
-Version:        1.6.1
+Version:        1.7.1
 Release:        1
 License:        BSD-3-Clause
 URL:            https://scikit-learn.org/stable/
@@ -43,6 +43,21 @@ CFLAGS="$RPM_OPT_FLAGS -s"
 %{python3_sitearch}/scikit_learn-%{version}.dist-info/
 
 %changelog
+* Mon Jul 28 2025 Ge Wang <wang__ge@126.com> - 1.7.1-1
+- Update package to version 1.7.1
+  * Fix regression in HTML representation when detecting the non-default parameters that where of array-like types.
+  * Fix compose.ColumnTransformer now correctly preserves non-default index when mixing pandas Series and Dataframes.
+  * Fix a regression preventing to extract the downloaded dataset in datasets.fetch_20newsgroups,
+    datasets.fetch_20newsgroups_vectorized, datasets.fetch_lfw_people and datasets.fetch_lfw_pairs.
+    This only affects Python versions >=3.10.0,<=3.10.11 and >=3.11.0,<=3.11.3.
+  * Fix Fix multiple issues in the multiclass setting of inspection.DecisionBoundaryDisplay:
+    contour plotting now correctly shows the decision boundary.
+    cmap and colors are now properly ignored in favor of multiclass_colors.
+    Linear segmented colormaps are now fully supported.
+  * Fix naive_bayes.CategoricalNB now correctly declares that it accepts categorical features in the tags returned by its __sklearn_tags__ method.
+  * Fix a spurious warning (about the number of unique classes being greater than 50% of the number of samples)
+    that could occur when passing classes utils.multiclass.type_of_target.
+
 * Sun Apr 27 2025 yaoxin <1024769339@qq.com> - 1.6.1-1
 - Update to 1.6.1:
   * __sklearn_tags__ was introduced for setting tags in estimators.
diff --git a/scikit_learn-1.6.1.tar.gz b/scikit_learn-1.7.1.tar.gz
similarity index 50%
rename from scikit_learn-1.6.1.tar.gz
rename to scikit_learn-1.7.1.tar.gz
index afa4f73ddf5ad68e5fb5e3d67fe9cca474774771..6bd26e556ad6b8ff8a7932bfd6239eaac7582e62 100644
Binary files a/scikit_learn-1.6.1.tar.gz and b/scikit_learn-1.7.1.tar.gz differ