diff --git a/.jenkins/validate_tutorials_built.py b/.jenkins/validate_tutorials_built.py
index ef4b41a6bcc..bf42e0845ff 100644
--- a/.jenkins/validate_tutorials_built.py
+++ b/.jenkins/validate_tutorials_built.py
@@ -24,7 +24,6 @@
     "examples_autograd/polynomial_custom_function",
     "forward_ad_usage",
     "parametrizations",
-    "reinforcement_q_learning",
     "mnist_train_nas",  # used by ax_multiobjective_nas_tutorial.py
     "fx_conv_bn_fuser",
     "super_resolution_with_onnxruntime",
diff --git a/intermediate_source/reinforcement_q_learning.py b/intermediate_source/reinforcement_q_learning.py
index cb9abc229c9..6a03d61f79e 100644
--- a/intermediate_source/reinforcement_q_learning.py
+++ b/intermediate_source/reinforcement_q_learning.py
@@ -46,7 +46,12 @@
 
 First, let's import needed packages. Firstly, we need
 `gym <https://github.com/openai/gym>`__ for the environment
-(Install using `pip install gym`).
+
+.. code-block:: bash
+
+   %%bash
+   pip3 install gym[classic_control]
+
 We'll also use the following from PyTorch:
 
 -  neural networks (``torch.nn``)
diff --git a/requirements.txt b/requirements.txt
index 1e70f8c4268..74e2da5fad3 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -43,6 +43,7 @@ scikit-image
 scipy
 pillow==9.0.1
 wget
-gym==0.24.0
-gym-super-mario-bros==7.3.0
+gym==0.25.1
+gym-super-mario-bros==7.4.0
 timm
+pygame==2.1.2