diff --git a/model/src/models/fully_connected.py b/model/src/models/fully_connected.py
index 03f53e3..772ff86 100644
--- a/model/src/models/fully_connected.py
+++ b/model/src/models/fully_connected.py
@@ -1,4 +1,4 @@
-import torch.nn as nn
+from torch import nn
 
 
 class FullyConnectedModel(nn.Module):
@@ -8,11 +8,11 @@ class FullyConnectedModel(nn.Module):
     def __init__(self, num_out_features: int):
         super().__init__()
         # define layers
-        self.fc2 = nn.Linear(in_features=512, out_features=128)
+        self.fc1 = nn.Linear(in_features=512, out_features=128)
+        self.af1 = nn.ReLU()
+        self.fc2 = nn.Linear(in_features=128, out_features=32)
         self.af2 = nn.ReLU()
-        self.fc3 = nn.Linear(in_features=128, out_features=32)
-        self.af3 = nn.ReLU()
-        self.fc4 = nn.Linear(in_features=32, out_features=num_out_features)
+        self.fc3 = nn.Linear(in_features=32, out_features=num_out_features)
 
     def forward(self, x):
         """Pass input through model."""
@@ -21,6 +21,4 @@ class FullyConnectedModel(nn.Module):
         x = self.fc2(x)
         x = self.af2(x)
         x = self.fc3(x)
-        x = self.af3(x)
-        x = self.fc4(x)
         return x