mirror of
https://github.com/GoogleCloudPlatform/vertex-ai-samples.git
synced 2026-09-26 14:42:04 +00:00
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17
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6614197ccf |
@@ -44,7 +44,7 @@
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" </a>\n",
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||||
" </td>\n",
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||||
" <td>\n",
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||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_automl_pipeline_components.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_automl_pipeline_components.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
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" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
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||||
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||||
+5
-25
@@ -44,7 +44,7 @@
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||||
" </a>\n",
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||||
" </td>\n",
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||||
" <td>\n",
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||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_bq_tfdv_pipeline_components.ipynb\">\n",
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||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_bq_tfdv_pipeline_components.ipynb\">\n",
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||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
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@@ -129,7 +129,7 @@
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"source": [
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"## Installations\n",
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"\n",
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"Install the packages for executing the MLOps notebooks."
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"Install the packages for executing this notebook."
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]
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},
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{
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@@ -153,9 +153,9 @@
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"if IS_WORKBENCH_NOTEBOOK:\n",
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" USER_FLAG = \"--user\"\n",
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"\n",
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||||
"! pip3 install -U tensorflow $USER_FLAG\n",
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||||
"! pip3 install --upgrade google-cloud-aiplatform[tensorboard] $USER_FLAG\n",
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||||
"! pip3 install --upgrade kfp $USER_FLAG"
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||||
"! pip3 install -U tensorflow $USER_FLAG -q\n",
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||||
"! pip3 install --upgrade google-cloud-aiplatform[tensorboard] $USER_FLAG -q\n",
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||||
"! pip3 install --upgrade kfp $USER_FLAG -q"
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||||
]
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||||
},
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{
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@@ -294,26 +294,6 @@
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"TIMESTAMP = datetime.now().strftime(\"%Y%m%d%H%M%S\")"
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||||
]
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||||
},
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||||
{
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||||
"cell_type": "markdown",
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||||
"metadata": {
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||||
"id": "b468c1ba2051"
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},
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"source": [
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||||
"#### Declare IS_COLAB variable"
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||||
]
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||||
},
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||||
{
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||||
"cell_type": "code",
|
||||
"execution_count": null,
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||||
"metadata": {
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||||
"id": "f5ad5d370123"
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},
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"outputs": [],
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"source": [
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"IS_COLAB = False"
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||||
]
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},
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{
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||||
"cell_type": "markdown",
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"metadata": {
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@@ -44,7 +44,7 @@
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||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_bqml_pipeline_components.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_bqml_pipeline_components.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
|
||||
@@ -302,26 +302,6 @@
|
||||
"TIMESTAMP = datetime.now().strftime(\"%Y%m%d%H%M%S\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"id": "b468c1ba2051"
|
||||
},
|
||||
"source": [
|
||||
"#### Declare IS_COLAB variable"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
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||||
"metadata": {
|
||||
"id": "f5ad5d370123"
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},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"IS_COLAB = False"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
|
||||
+1
-1
@@ -44,7 +44,7 @@
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_custom_training_pipeline_components.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_custom_training_pipeline_components.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
|
||||
|
||||
+11
-4
@@ -45,7 +45,7 @@
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_dataflow_pipeline_components.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_dataflow_pipeline_components.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
|
||||
@@ -499,9 +499,16 @@
|
||||
" or SERVICE_ACCOUNT is None\n",
|
||||
" or SERVICE_ACCOUNT == \"[your-service-account]\"\n",
|
||||
"):\n",
|
||||
" # Get your GCP project id from gcloud\n",
|
||||
" shell_output = !gcloud auth list 2>/dev/null\n",
|
||||
" SERVICE_ACCOUNT = shell_output[2].replace(\"*\", \"\").strip()\n",
|
||||
" # Get your service account from gcloud\n",
|
||||
" if not IS_COLAB:\n",
|
||||
" shell_output = !gcloud auth list 2>/dev/null\n",
|
||||
" SERVICE_ACCOUNT = shell_output[2].replace(\"*\", \"\").strip()\n",
|
||||
"\n",
|
||||
" if IS_COLAB:\n",
|
||||
" shell_output = ! gcloud projects describe $PROJECT_ID\n",
|
||||
" project_number = shell_output[-1].split(\":\")[1].strip().replace(\"'\", \"\")\n",
|
||||
" SERVICE_ACCOUNT = f\"{project_number}-compute@developer.gserviceaccount.com\"\n",
|
||||
"\n",
|
||||
" print(\"Service Account:\", SERVICE_ACCOUNT)"
|
||||
]
|
||||
},
|
||||
|
||||
+1
-1
@@ -44,7 +44,7 @@
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_dataproc_serverless_pipeline_components.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_dataproc_serverless_pipeline_components.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
|
||||
|
||||
@@ -44,7 +44,7 @@
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_hpt_pipeline_components.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_hpt_pipeline_components.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Google Cloud Notebooks\n",
|
||||
" </a>\n",
|
||||
@@ -463,15 +463,20 @@
|
||||
"source": [
|
||||
"if (\n",
|
||||
" SERVICE_ACCOUNT == \"\"\n",
|
||||
" or SERVICE_ACCOUNT == \"[your-service-account]\"\n",
|
||||
" or SERVICE_ACCOUNT is None\n",
|
||||
" or SERVICE_ACCOUNT == \"[your-service-account]\"\n",
|
||||
"):\n",
|
||||
" shell_output = ! gcloud projects describe $PROJECT_ID | sed -nre 's:.*projectNumber\\: (.*):\\1:p'\n",
|
||||
" SERVICE_ACCOUNT = (\n",
|
||||
" shell_output[0].replace(\"'\", \"\") + \"-compute@developer.gserviceaccount.com\"\n",
|
||||
" )\n",
|
||||
" # Get your service account from gcloud\n",
|
||||
" if not IS_COLAB:\n",
|
||||
" shell_output = !gcloud auth list 2>/dev/null\n",
|
||||
" SERVICE_ACCOUNT = shell_output[2].replace(\"*\", \"\").strip()\n",
|
||||
"\n",
|
||||
"print(\"Service Account:\", SERVICE_ACCOUNT)"
|
||||
" if IS_COLAB:\n",
|
||||
" shell_output = ! gcloud projects describe $PROJECT_ID\n",
|
||||
" project_number = shell_output[-1].split(\":\")[1].strip().replace(\"'\", \"\")\n",
|
||||
" SERVICE_ACCOUNT = f\"{project_number}-compute@developer.gserviceaccount.com\"\n",
|
||||
"\n",
|
||||
" print(\"Service Account:\", SERVICE_ACCOUNT)"
|
||||
]
|
||||
},
|
||||
{
|
||||
@@ -1489,7 +1494,9 @@
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"if os.getenv(\"IS_TESTING\"):\n",
|
||||
"delete_bucket = False\n",
|
||||
"\n",
|
||||
"if delete_bucket or os.getenv(\"IS_TESTING\"):\n",
|
||||
" ! gsutil rm -r $BUCKET_URI"
|
||||
]
|
||||
}
|
||||
|
||||
@@ -45,7 +45,7 @@
|
||||
" </td>\n",
|
||||
" \n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_kubeflow_pipelines.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_kubeflow_pipelines.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
|
||||
|
||||
@@ -43,18 +43,18 @@
|
||||
"<table align=\"left\">\n",
|
||||
"\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/master/notebooks/community/ml_ops/stage3/get_started_with_machine_management.ipynb\">\n",
|
||||
" <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_machine_management.ipynb\">\n",
|
||||
" <img src=\"https://cloud.google.com/ml-engine/images/colab-logo-32px.png\" alt=\"Colab logo\"> Run in Colab\n",
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samplestree/master/notebooks/community/ml_ops/stage3/get_started_with_machine_management.ipynb\">\n",
|
||||
" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samplestree/main/notebooks/community/ml_ops/stage3/get_started_with_machine_management.ipynb\">\n",
|
||||
" <img src=\"https://cloud.google.com/ml-engine/images/github-logo-32px.png\" alt=\"GitHub logo\">\n",
|
||||
" View on GitHub\n",
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/master/notebooks/community/ml_ops/stage3/get_started_with_machine_management.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_machine_management.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
|
||||
|
||||
+1
-1
@@ -43,7 +43,7 @@
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_rapid_prototyping_bqml_automl.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_rapid_prototyping_bqml_automl.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
|
||||
|
||||
@@ -44,18 +44,18 @@
|
||||
"<table align=\"left\">\n",
|
||||
"\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/master/notebooks/community/ml_ops/stage3/get_started_with_tfx_pipeline.ipynb\">\n",
|
||||
" <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_tfx_pipeline.ipynb\">\n",
|
||||
" <img src=\"https://cloud.google.com/ml-engine/images/colab-logo-32px.png\" alt=\"Colab logo\"> Run in Colab\n",
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samplestree/master/notebooks/community/ml_ops/stage3/get_started_with_tfx_pipeline.ipynb\">\n",
|
||||
" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samplestree/main/notebooks/community/ml_ops/stage3/get_started_with_tfx_pipeline.ipynb\">\n",
|
||||
" <img src=\"https://cloud.google.com/ml-engine/images/github-logo-32px.png\" alt=\"GitHub logo\">\n",
|
||||
" View on GitHub\n",
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/master/notebooks/community/ml_ops/stage3/get_started_with_tfx_pipeline.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/get_started_with_tfx_pipeline.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
|
||||
|
||||
@@ -33,18 +33,18 @@
|
||||
"\n",
|
||||
"<table align=\"left\">\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/master/notebooks/community/ml_ops/stage3/mlops_formalization.ipynb\">\n",
|
||||
" <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/mlops_formalization.ipynb\">\n",
|
||||
" <img src=\"https://cloud.google.com/ml-engine/images/colab-logo-32px.png\" alt=\"Colab logo\"> Run in Colab\n",
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samplestree/master/notebooks/community/ml_ops/stage3/mlops_formalization.ipynb\">\n",
|
||||
" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samplestree/main/notebooks/community/ml_ops/stage3/mlops_formalization.ipynb\">\n",
|
||||
" <img src=\"https://cloud.google.com/ml-engine/images/github-logo-32px.png\" alt=\"GitHub logo\">\n",
|
||||
" View on GitHub\n",
|
||||
" </a>\n",
|
||||
" </td>\n",
|
||||
" <td>\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/master/notebooks/community/ml_ops/stage3/mlops_formalization.ipynb\">\n",
|
||||
" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/ml_ops/stage3/mlops_formalization.ipynb\">\n",
|
||||
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
|
||||
" Open in Vertex AI Workbench\n",
|
||||
" </a>\n",
|
||||
|
||||
Reference in New Issue
Block a user