diff --git a/.gitignore b/.gitignore
index 1d9d572e565..6c8348bf3f7 100644
--- a/.gitignore
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 # PyTorch things
 *.pt
+*.pth
+*.ptl 
+*.tar.gz
+
 
 # VSCode
 *.vscode
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diff --git a/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Training/events.out.tfevents.1749009348.bladeofchaos.1779738.1 b/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Training/events.out.tfevents.1749009348.bladeofchaos.1779738.1
new file mode 100644
index 00000000000..01b02bcab2a
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diff --git a/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Validation/events.out.tfevents.1749009348.bladeofchaos.1779738.2 b/beginner_source/introyt/runs/fashion_mnist_experiment_1/Training vs. Validation Loss_Validation/events.out.tfevents.1749009348.bladeofchaos.1779738.2
new file mode 100644
index 00000000000..3c9211dc946
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diff --git a/beginner_source/introyt/runs/fashion_mnist_experiment_1/events.out.tfevents.1749009344.bladeofchaos.1779738.0 b/beginner_source/introyt/runs/fashion_mnist_experiment_1/events.out.tfevents.1749009344.bladeofchaos.1779738.0
new file mode 100644
index 00000000000..0a71d4e0f44
Binary files /dev/null and b/beginner_source/introyt/runs/fashion_mnist_experiment_1/events.out.tfevents.1749009344.bladeofchaos.1779738.0 differ
diff --git a/beginner_source/introyt/runs/fashion_mnist_experiment_1/projector_config.pbtxt b/beginner_source/introyt/runs/fashion_mnist_experiment_1/projector_config.pbtxt
new file mode 100644
index 00000000000..c08e69a1d26
--- /dev/null
+++ b/beginner_source/introyt/runs/fashion_mnist_experiment_1/projector_config.pbtxt
@@ -0,0 +1,10 @@
+embeddings {
+  tensor_name: "default:00000"
+  metadata_path: "00000/default/metadata.tsv"
+  sprite {
+    image_path: "00000/default/sprite.png"
+    single_image_dim: 28
+    single_image_dim: 28
+  }
+  tensor_path: "00000/default/tensors.tsv"
+}
diff --git a/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Training/events.out.tfevents.1749009242.bladeofchaos.1779597.1 b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Training/events.out.tfevents.1749009242.bladeofchaos.1779597.1
new file mode 100644
index 00000000000..cea112ee4e0
Binary files /dev/null and b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Training/events.out.tfevents.1749009242.bladeofchaos.1779597.1 differ
diff --git a/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Validation/events.out.tfevents.1749009242.bladeofchaos.1779597.2 b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Validation/events.out.tfevents.1749009242.bladeofchaos.1779597.2
new file mode 100644
index 00000000000..fc5c002700e
Binary files /dev/null and b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/Training vs. Validation Loss_Validation/events.out.tfevents.1749009242.bladeofchaos.1779597.2 differ
diff --git a/beginner_source/introyt/runs/fashion_trainer_20250603_205336/events.out.tfevents.1749009216.bladeofchaos.1779597.0 b/beginner_source/introyt/runs/fashion_trainer_20250603_205336/events.out.tfevents.1749009216.bladeofchaos.1779597.0
new file mode 100644
index 00000000000..90e96155d09
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diff --git a/beginner_source/onnx/image_classifier_model.onnx b/beginner_source/onnx/image_classifier_model.onnx
new file mode 100644
index 00000000000..a223055984c
Binary files /dev/null and b/beginner_source/onnx/image_classifier_model.onnx differ
diff --git a/intermediate_source/reinforcement_q_learning.py b/intermediate_source/reinforcement_q_learning.py
index 0ae3ea9a90c..56a05b649a1 100644
--- a/intermediate_source/reinforcement_q_learning.py
+++ b/intermediate_source/reinforcement_q_learning.py
@@ -91,6 +91,14 @@
     "cpu"
 )
 
+# set the seeds for reproducibility
+seed = 42
+random.seed(seed)
+torch.manual_seed(seed)
+
+if torch.cuda.is_available(): 
+    torch.cuda.manual_seed(seed)
+
 
 ######################################################################
 # Replay Memory
@@ -255,16 +263,17 @@ def forward(self, x):
 # LR is the learning rate of the ``AdamW`` optimizer
 BATCH_SIZE = 128
 GAMMA = 0.99
-EPS_START = 0.9
+EPS_START = 1
 EPS_END = 0.05
-EPS_DECAY = 1000
-TAU = 0.005
-LR = 1e-4
+EPS_DECAY = 1500
+LR = 5e-4
+TAU = 5e-3
+
 
 # Get number of actions from gym action space
 n_actions = env.action_space.n
 # Get the number of state observations
-state, info = env.reset()
+state, info = env.reset(seed=seed)
 n_observations = len(state)
 
 policy_net = DQN(n_observations, n_actions).to(device)
@@ -410,7 +419,7 @@ def optimize_model():
 
 for i_episode in range(num_episodes):
     # Initialize the environment and get its state
-    state, info = env.reset()
+    state, info = env.reset(seed=seed)
     state = torch.tensor(state, dtype=torch.float32, device=device).unsqueeze(0)
     for t in count():
         action = select_action(state)