diff --git a/notebooks/[Tutorial] Training ANTIPASTI.ipynb b/notebooks/[Tutorial] Training ANTIPASTI.ipynb
index 8434d54..bd90016 100755
--- a/notebooks/[Tutorial] Training ANTIPASTI.ipynb	
+++ b/notebooks/[Tutorial] Training ANTIPASTI.ipynb	
@@ -280,36 +280,6 @@
     "count_parameters(model)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "2451a9fa-d9b9-41b3-a4a0-8035620e9a88",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "model.l1_lambda = 2e-3"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "id": "856ac162-0422-4c0d-9ee5-8ae8470ccc62",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "optimiser.param_groups[0]['weight_decay'] = False"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "id": "838ca555-8597-4ea0-9017-c00a7e654187",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "optimiser.param_groups[0]['lr'] = 1e-6"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 19,