Updates functions for QuantizationConfig in colabs.

PiperOrigin-RevId: 370839883
Change-Id: Ib089cbb33fea6f3e53503627748f9f83cf4afbcb
diff --git a/tensorflow/lite/g3doc/tutorials/model_maker_image_classification.ipynb b/tensorflow/lite/g3doc/tutorials/model_maker_image_classification.ipynb
index d547ee5..d31e899 100644
--- a/tensorflow/lite/g3doc/tutorials/model_maker_image_classification.ipynb
+++ b/tensorflow/lite/g3doc/tutorials/model_maker_image_classification.ipynb
@@ -681,7 +681,7 @@
       },
       "outputs": [],
       "source": [
-        "config = QuantizationConfig.create_full_integer_quantization(representative_data=test_data, is_integer_only=True)"
+        "config = QuantizationConfig.for_int8(representative_data=test_data)"
       ]
     },
     {
diff --git a/tensorflow/lite/g3doc/tutorials/model_maker_question_answer.ipynb b/tensorflow/lite/g3doc/tutorials/model_maker_question_answer.ipynb
index 461a524..20c34be 100644
--- a/tensorflow/lite/g3doc/tutorials/model_maker_question_answer.ipynb
+++ b/tensorflow/lite/g3doc/tutorials/model_maker_question_answer.ipynb
@@ -406,7 +406,7 @@
       },
       "outputs": [],
       "source": [
-        "config = QuantizationConfig.create_dynamic_range_quantization(optimizations=[tf.lite.Optimize.DEFAULT])\n",
+        "config = QuantizationConfig.for_dynamic()\n",
         "config.experimental_new_quantizer = True"
       ]
     },
diff --git a/tensorflow/lite/g3doc/tutorials/model_maker_text_classification.ipynb b/tensorflow/lite/g3doc/tutorials/model_maker_text_classification.ipynb
index 827e2c8..82b0beb 100644
--- a/tensorflow/lite/g3doc/tutorials/model_maker_text_classification.ipynb
+++ b/tensorflow/lite/g3doc/tutorials/model_maker_text_classification.ipynb
@@ -566,7 +566,7 @@
       },
       "outputs": [],
       "source": [
-        "config = QuantizationConfig.create_dynamic_range_quantization(optimizations=[tf.lite.Optimize.DEFAULT])\n",
+        "config = QuantizationConfig.for_dynamic()\n",
         "config.experimental_new_quantizer = True"
       ]
     },