diff --git a/pyproject.toml b/pyproject.toml
index a2caca13..c35696ee 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,8 @@ dependencies = [
     "numpy>=1.26.0;python_version>='3.12'",
     "pandas>=1.1.3;python_version<'3.10'",
     "pandas>=1.3.4;python_version>='3.10' and python_version<'3.11'",
-    "pandas>=1.5.0;python_version>='3.11'",
+    "pandas>=1.5.0;python_version>='3.11' and python_version<'3.12'",
+    "pandas>=2.1.1;python_version>='3.12'",
     'plotly>=5.10.0',
     "scipy>=1.5.4;python_version<'3.10'",
     "scipy>=1.9.2;python_version>='3.10' and python_version<'3.12'",
@@ -51,7 +52,8 @@ version = {attr = 'copulas.__version__'}
 tutorials = [
     'markupsafe<=2.0.1',
     "scikit-learn>=0.24,<1.2;python_version<'3.10'",
-    "scikit-learn>=0.24,<1.5;python_version>='3.10'",
+    "scikit-learn>=0.24,<1.5;python_version>='3.10' and python_version<'3.12'",
+    "scikit-learn>=1.3.1;python_version>='3.12'",
     'jupyter>=1.0.0,<2',
 ]
 test = [
@@ -84,7 +86,8 @@ dev = [
     'alabaster<0.7.13',
 
     # Jinja2>=3 makes the sphinx theme fail
-    'Jinja2>=2,<3',
+    "Jinja2>=2,<3;python_version<'3.12'",
+    "Jinja2>=2,<4;python_version>='3.12'",
 
     # style check
     'flake8>=3.7.7,<4',