diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2d1df9a05..3e3ee9794 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -25,7 +25,7 @@ jobs:
     strategy:
       matrix:
         os: [ ubuntu-20.04, ubuntu-22.04 ]
-        python-version: ["3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
 
     steps:
     - uses: actions/checkout@v4
@@ -125,7 +125,7 @@ jobs:
     strategy:
       matrix:
         os: [ "macos-latest", "macos-13" ]
-        python-version: ["3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
 
     steps:
     - uses: actions/checkout@v4
@@ -238,7 +238,7 @@ jobs:
     strategy:
       matrix:
         os: [ windows-latest ]
-        python-version: ["3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
 
     steps:
     - uses: actions/checkout@v4
diff --git a/requirements-freqai-rl.txt b/requirements-freqai-rl.txt
index 55a09e6f9..fa5e9f014 100644
--- a/requirements-freqai-rl.txt
+++ b/requirements-freqai-rl.txt
@@ -2,10 +2,10 @@
 -r requirements-freqai.txt
 
 # Required for freqai-rl
-torch==2.1.2
+torch==2.1.2; python_version < '3.12'
 #until these branches will be released we can use this
-gymnasium==0.29.1
-stable_baselines3==2.2.1
-sb3_contrib>=2.0.0a9
+gymnasium==0.29.1; python_version < '3.12'
+stable_baselines3==2.2.1; python_version < '3.12'
+sb3_contrib>=2.0.0a9; python_version < '3.12'
 # Progress bar for stable-baselines3 and sb3-contrib
 tqdm==4.66.1
diff --git a/requirements-freqai.txt b/requirements-freqai.txt
index 88f3da0a9..17087d8ca 100644
--- a/requirements-freqai.txt
+++ b/requirements-freqai.txt
@@ -5,7 +5,7 @@
 # Required for freqai
 scikit-learn==1.3.2
 joblib==1.3.2
-catboost==1.2.2; 'arm' not in platform_machine
+catboost==1.2.2; 'arm' not in platform_machine and python_version < '3.12'
 lightgbm==4.2.0
 xgboost==2.0.3
 tensorboard==2.15.1
diff --git a/tests/freqai/conftest.py b/tests/freqai/conftest.py
index 57ba3f64b..81d72d92a 100644
--- a/tests/freqai/conftest.py
+++ b/tests/freqai/conftest.py
@@ -1,4 +1,5 @@
 import platform
+import sys
 from copy import deepcopy
 from pathlib import Path
 from typing import Any, Dict
@@ -15,6 +16,10 @@ from freqtrade.resolvers.freqaimodel_resolver import FreqaiModelResolver
 from tests.conftest import get_patched_exchange
 
 
+def is_py12() -> bool:
+    return sys.version_info >= (3, 12)
+
+
 def is_mac() -> bool:
     machine = platform.system()
     return "Darwin" in machine
@@ -31,7 +36,7 @@ def patch_torch_initlogs(mocker) -> None:
         module_name = 'torch'
         mocked_module = types.ModuleType(module_name)
         sys.modules[module_name] = mocked_module
-    else:
+    elif not is_py12():
         mocker.patch("torch._logging._init_logs")
 
 
diff --git a/tests/freqai/test_freqai_interface.py b/tests/freqai/test_freqai_interface.py
index cc5a9b326..58648d97f 100644
--- a/tests/freqai/test_freqai_interface.py
+++ b/tests/freqai/test_freqai_interface.py
@@ -1,7 +1,6 @@
 import logging
 import platform
 import shutil
-import sys
 from pathlib import Path
 from unittest.mock import MagicMock
 
@@ -16,24 +15,24 @@ from freqtrade.optimize.backtesting import Backtesting
 from freqtrade.persistence import Trade
 from freqtrade.plugins.pairlistmanager import PairListManager
 from tests.conftest import EXMS, create_mock_trades, get_patched_exchange, log_has_re
-from tests.freqai.conftest import (get_patched_freqai_strategy, is_mac, make_rl_config,
+from tests.freqai.conftest import (get_patched_freqai_strategy, is_mac, is_py12, make_rl_config,
                                    mock_pytorch_mlp_model_training_parameters)
 
 
-def is_py12() -> bool:
-    return sys.version_info >= (3, 12)
-
-
 def is_arm() -> bool:
     machine = platform.machine()
     return "arm" in machine or "aarch64" in machine
 
 
 def can_run_model(model: str) -> None:
+    is_pytorch_model = 'Reinforcement' in model or 'PyTorch' in model
+
+    if is_py12() and ("Catboost" in model or is_pytorch_model):
+        pytest.skip("Model not supported on python 3.12 yet.")
+
     if is_arm() and "Catboost" in model:
         pytest.skip("CatBoost is not supported on ARM.")
 
-    is_pytorch_model = 'Reinforcement' in model or 'PyTorch' in model
     if is_pytorch_model and is_mac() and not is_arm():
         pytest.skip("Reinforcement learning / PyTorch module not available on intel based Mac OS.")