update the notes

Author: z7ye

docs/source/user_guide/model_registration/frameworks/huggingfacemodel.rst

@@ -232,7 +232,7 @@ Example
                     deployment_log_group_id = log_group_id,
                     deployment_access_log_id = log_id,
                     deployment_predict_log_id = log_id)
-    zero_shot_image_classification_model.predict(image)
+    zero_shot_image_classification_model.predict(data)
     zero_shot_image_classification_model.predict(body)
 
     ### Invoke the model by sending bytes

docs/source/user_guide/model_training/automl/index.rst

@@ -3,12 +3,10 @@ Oracle AutoMLx
 ==============
 
 .. note::
-    Working with AutoML has moved from within ADS to working directly with the AutoMLx library. 
-    AutoMLx is under active development, and will be expanding into areas of explainability, fairness and deep learning. 
-    To offer this functionality, the best way is for the ADS to work together as separate libraries.
-    AutoMLx are preinstalled in conda pack automlx_p38_cpu_v#, and can now be updated independently of ADS. AutoMLx documentation may be found at `this link <https://docs.oracle.com/en-us/iaas/tools/automlx/latest/html/multiversion/v23.1.1/index.html>`__. 
-    Notebook examples are in `Oracle's samples repository <https://github.com/oracle-samples/oci-data-science-ai-samples/tree/master/notebook_examples>`__ and a migration tutorial can be found at :doc:`../../../user_guide/model_training/automl/quick_start` section.
-    
+    Building Oracle AutoMLx models starting with oracle-ads 2.8.2, is now performed directly with the AutoMLx library. 
+    AutoMLx documentation can be found `here <https://docs.oracle.com/en-us/iaas/tools/automlx/latest/html/multiversion/v23.1.1/index.html>`__. 
+    Oracle AutoMLx is installed in the conda pack `automlx_p38_cpu_v#`. 
+    Notebook examples are `here <https://github.com/oracle-samples/oci-data-science-ai-samples/tree/master/notebook_examples>`__ and a migration tutorial can be found in the :doc:`../../../user_guide/model_training/automl/quick_start` section.
 
 .. toctree::
     :hidden: