diff --git a/course/en/chapter11/section3.ipynb b/course/en/chapter11/section3.ipynb
index 7dd5cdd8..932269d7 100644
--- a/course/en/chapter11/section3.ipynb
+++ b/course/en/chapter11/section3.ipynb
@@ -153,7 +153,7 @@
     "    learning_rate=5e-5,  # Common starting point for fine-tuning\n",
     "    logging_steps=10,  # Frequency of logging training metrics\n",
     "    save_steps=100,  # Frequency of saving model checkpoints\n",
-    "    evaluation_strategy=\"steps\",  # Evaluate the model at regular intervals\n",
+    "    eval_strategy=\"steps\",  # Evaluate the model at regular intervals\n",
     "    eval_steps=50,  # Frequency of evaluation\n",
     "    use_mps_device=(\n",
     "        True if device == \"mps\" else False\n",
@@ -166,7 +166,7 @@
     "    model=model,\n",
     "    args=sft_config,\n",
     "    train_dataset=ds[\"train\"],\n",
-    "    tokenizer=tokenizer,\n",
+    "    processing_class=tokenizer,\n",
     "    eval_dataset=ds[\"test\"],\n",
     ")\n",
     "\n",