diff --git a/train.ipynb b/train.ipynb
index fb5f823..41e6d15 100644
--- a/train.ipynb
+++ b/train.ipynb
@@ -168,7 +168,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "21865d91",
+   "id": "a4297f4e",
    "metadata": {},
    "source": [
     "# Gemma 3 1B"
@@ -194,6 +194,35 @@
     "    save_steps=200, save_total_limit=1, eval_steps=200, logging_steps=2,\n",
     "))"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "21865d91",
+   "metadata": {},
+   "source": [
+    "# Gemma 3 270m"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2c6e8bea",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# HYPERPARAMETERS ARE NOT TUNED YET\n",
+    "do_training_run(TrainingRunArguments(\n",
+    "    run_name=get_next_run_name(\"Home-Gemma-3-270m\"),\n",
+    "    base_model=\"google/gemma-3-270m\",\n",
+    "    bf16=True,\n",
+    "    train_dataset=\"data/home_assistant_train.jsonl\",\n",
+    "    test_dataset=\"data/home_assistant_test.jsonl\",\n",
+    "    learning_rate=2e-5, learning_rate_warmup=0.03, \n",
+    "    batch_size=64, micro_batch_size=2, epochs=1,\n",
+    "    ctx_size=8192,\n",
+    "    save_steps=200, save_total_limit=1, eval_steps=200, logging_steps=2,\n",
+    "))"
+   ]
   }
  ],
  "metadata": {