diff --git a/models/pauls_networks.py b/models/pauls_networks.py
index 08b4747..0d26ec3 100644
--- a/models/pauls_networks.py
+++ b/models/pauls_networks.py
@@ -72,7 +72,6 @@ def get_new_model(dropout, flow_features, domain_features, window_size, domain_l
     encoded = TimeDistributed(cnn, name="domain_cnn")(ipt_domains)
     merged = keras.layers.concatenate([encoded, ipt_flows], -1)
     y = Dense(dense_dim,
-              kernel_regularizer=l2(0.1),
               activation="relu",
               name="dense_server")(merged)
     out_server = Dense(1, activation="sigmoid", name="server")(y)
@@ -86,7 +85,6 @@ def get_new_model(dropout, flow_features, domain_features, window_size, domain_l
     y = GlobalMaxPooling1D()(y)
     y = Dropout(dropout)(y)
     y = Dense(dense_dim,
-              kernel_regularizer=l2(0.1),
               activation='relu',
               name="dense_client")(y)