fixed notebook with dynamic model name

cleared output from cells
added creation of view instead of table

blueprints/data-solutions/bq-ml/demo/bmql_pipeline.ipynb

@@ -98,7 +98,7 @@
     "        query=f'CREATE SCHEMA IF NOT EXISTS {dataset}'\n",
     "    )\n",
     "\n",
-    "    create_features_table = bqop.BigqueryQueryJobOp(\n",
+    "    create_features_view = bqop.BigqueryQueryJobOp(\n",
     "        project=project_id,\n",
     "        location=location,\n",
     "        query=features_query.format(dataset=dataset, project_id=project_id),\n",
@@ -114,7 +114,7 @@
     "           , dataset = dataset\n",
     "           , model_name = model_name\n",
     "           , split_fraction=split_fraction)\n",
-    "    ).after(create_features_table)\n",
+    "    ).after(create_features_view)\n",
     "\n",
     "    evaluate_bqml_model = bqop.BigqueryEvaluateModelJobOp(\n",
     "        project=project_id,\n",
@@ -205,7 +205,7 @@
    "outputs": [],
    "source": [
     "# get the model from the Model Registry \n",
-    "model = aip.Model(model_name='levelup_model_name-fraction-10')\n",
+    "model = aip.Model(model_name=f'{MODEL_NAME}-fraction-10')\n",
     "\n",
     "# let's create a Vertex Endpoint where we will deploy the ML model\n",
     "endpoint = aip.Endpoint.create(\n",
@@ -219,18 +219,7 @@
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31mRunning cells with '/usr/bin/python3' requires the ipykernel package.\n",
-      "\u001b[1;31mRun the following command to install 'ipykernel' into the Python environment. \n",
-      "\u001b[1;31mCommand: '/usr/bin/python3 -m pip install ipykernel -U --user --force-reinstall'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# deploy the BQ ML model on Vertex Endpoint\n",
     "# have a coffe - this step can take up 10/15 minutes to finish\n",

blueprints/data-solutions/bq-ml/demo/sql/features.sql

@@ -1,3 +1,5 @@
+CREATE view if not exists `{project_id}.{dataset}.ecommerce_abt` as
+
 with abt as (
   SELECT user_id, session_id, city, postal_code, browser,traffic_source, min(created_at) as session_starting_ts,  sum(case when event_type = 'purchase' then 1 else 0 end) has_purchased
   FROM `bigquery-public-data.thelook_ecommerce.events`