New Folder Structure Implementation (#4726)

* Update SMP v2 notebooks to use latest PyTorch 2.3.1, TSM 2.4.0 release (#4678)

* Update SMP v2 notebooks to use latest PT2.3.1-TSM2.4.0 release.

* Update SMP v2 shared_scripts

* Update minimum sagemaker pysdk version to 2.224

* Parsash2 patch 1 (#4690)

* tutorials-after-initial-feedback

Added descriptive text to make the notebooks stand on their own.

* move athena notebook into dedicated folder

* renamed athena end2end notebooks

* moved pyspark notebook into dedicated directory

* minor change: consistent directory naming convention

* Added overview, headers, and explantory text

Tested the notebook end to end. Added more context for processing jobs and cleaning up. The output is visible in the cells.

* Added overview, headers, explanatory text

Also added troubleshooting note from further testing.

* fix directory locations for new notebooks

* clear notebook outputs

* added integration for ci test results

* updated formatting with black-nb

* update athena notebook: fix parse predictions

* fixed ci integration for pyspark-etl-training notebook

---------

Co-authored-by: Janosch Woschitz <[email protected]>

* MLflow setup (#4689)

* Add SageMaker MLflow examples

* Add badges

* Add MLflow setup notebook; upgrade SageMaker Python SDK for deployment notebook

* Linting

* More linting changes

---------

Co-authored-by: Bobby Lindsey <[email protected]>

* feat: Model monitor json support for Explainability and Bias (#4696)

* initial commit of Blog content: "using step decorator for bedrock fine tuning" (https://sim.amazon.com/issues/ML-16440) (#4657)

* initial commit of using step decorator for bedrock fine tuning

* ran black command on the notebook

* Added CI badges

* Added CI badges

* fixed typo in notebook title

---------

Co-authored-by: Ashish Rawat <[email protected]>
Co-authored-by: Zhaoqi <[email protected]>

* New folder structure (#4694)

* Deleted 17 duplicate notebooks (#4685)

* Updated README, removed broken links and fixed markdown (#4687)

* New Folder Structure Implementation - Archived remaining geospatial example notebooks (#4691)

* Archived remaining geospatial example notebooks

* Removed geospatial from README.md

* Archived remaining workshop notebooks (#4692)

* Archived outdated example notebooks between 1-90 views (#4693)

---------

Co-authored-by: jsmul <[email protected]>

* Revert "New folder structure (#4694)" (#4701)

This reverts commit 970d88e due to broken blog links

* adding notebook for forecast to canvas workshop (#4704)

* adding notebook for forecast to canvas workshop

* formatting the notebook using black

* Adds notebook for deploying and monitoring llm on sagemaker usin fmeval for evaluation (#4705)

Co-authored-by: Brent Friedman <[email protected]>

* Update athena_ml_workflow_end_to_end.ipynb (#4702)

Fixed bucket names and external links. No change to underlying code or formatting.

Co-authored-by: sage-maker <[email protected]>

* SageMaker FasterAutoscaling Llama3-8B TGI, real-time endpoints (#4712)

* SageMaker FasterAutoscaling Llama3-8B TGI, real-time endpoints

* Moved trigger autoscaling to shell script. Removed shell=True in subprocess.Popen

---------

Co-authored-by: Aditi Sharma <[email protected]>

* Removed bug where automatic permission attachment errors (#4714)

* new file structure: re-added pull request template and files needed for rtd build

* SageMaker pipeline step decorator blog (#4715)

* initial commit of using step decorator for bedrock fine tuning

* ran black command on the notebook

* Added CI badges

* Added CI badges

* fixed typo in notebook title

* added comments and reviewer feedback

---------

Co-authored-by: Ashish Rawat <[email protected]>
Co-authored-by: Zhaoqi <[email protected]>

* new file structure: re-added RTD files, finished archiving/organizing, added READMEs to folders

* new file structure: updated index.rst with new file structure / archived one notebook, renamed one notebook

* new file structure: updated contributing.md

* LLM Monitoring Multiple Evals (#4718)

* Removed bug where automatic permission attachment errors

* Adds notebook for monitoring llm with multiple eval libraries

---------

Co-authored-by: Brent Friedman <[email protected]>
Co-authored-by: nileshvd <[email protected]>

* new file structure: updated badging path for end-to-end examples

* new file structure: updated badging path for prepare data notebooks

* new file structure: updated badging path for build and train models folder

* new file structure: updated badging path for deploy and monitor folder

* new file structure: updated badging path for generative ai folder

* new file structure: updated badging path for ml ops folder

* new file structure: updated badging path for responsible ai folder

* new file structure: updated folder READMEs, and added several notebook titles

* new folder structure: updated pull request template

* new file structure: updated readme with announcement, added new notebook naming excel sheet

---------

Co-authored-by: Victor Zhu <[email protected]>
Co-authored-by: parsash2 <[email protected]>
Co-authored-by: Janosch Woschitz <[email protected]>
Co-authored-by: Bobby Lindsey <[email protected]>
Co-authored-by: Bobby Lindsey <[email protected]>
Co-authored-by: zicanl-amazon <[email protected]>
Co-authored-by: ashrawat <[email protected]>
Co-authored-by: Ashish Rawat <[email protected]>
Co-authored-by: Zhaoqi <[email protected]>
Co-authored-by: pro-biswa <[email protected]>
Co-authored-by: brentfriedman725 <[email protected]>
Co-authored-by: Brent Friedman <[email protected]>
Co-authored-by: sage-maker <[email protected]>
Co-authored-by: Praveen Chamarthi <[email protected]>
Co-authored-by: Aditi Sharma <[email protected]>
Co-authored-by: nileshvd <[email protected]>

Author: 16 people

end_to_end_ml_lifecycle/README.md

@@ -0,0 +1,9 @@
+# Amazon SageMaker Examples
+
+### End To End ML Lifecycle
+
+These examples are a diverse collection of end-to-end notebooks that demonstrate how to build, train, and deploy machine learning models using Amazon SageMaker. These notebooks cover a wide range of machine learning tasks and use cases, providing you with a comprehensive understanding of the SageMaker workflow.
+
+- [Customer Churn Prediction with Amazon SageMaker Autopilot](sm-autopilot_customer_churn.ipynb)
+- [Housing Price Prediction with Amazon SageMaker Autopilot](sm-autopilot_linear_regression_california_housing.ipynb)
+- [Time-Series Forecasting with Amazon SageMaker Autopilot](sm-sm-autopilot_time_series_forecasting.ipynb)

end_to_end_ml_lifecycle/sm-autopilot_customer_churn.ipynb

@@ -9,15 +9,14 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "---\n",
     "\n",
     "This notebook's CI test result for us-west-2 is as follows. CI test results in other regions can be found at the end of the notebook. \n",
     "\n",
-    "![This us-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-2/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This us-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
     "---"
    ]
@@ -1256,43 +1255,42 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Notebook CI Test Results\n",
     "\n",
     "This notebook was tested in multiple regions. The test results are as follows, except for us-west-2 which is shown at the top of the notebook.\n",
     "\n",
-    "![This us-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-1/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This us-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This us-east-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-2/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This us-east-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This us-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-1/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This us-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This ca-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ca-central-1/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This ca-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ca-central-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This sa-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/sa-east-1/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This sa-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/sa-east-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This eu-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-1/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This eu-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This eu-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-2/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This eu-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This eu-west-3 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-3/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This eu-west-3 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-3/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This eu-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-central-1/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This eu-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-central-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This eu-north-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-north-1/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This eu-north-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-north-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This ap-southeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-1/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This ap-southeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This ap-southeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-2/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This ap-southeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This ap-northeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-1/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This ap-northeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This ap-northeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-2/autopilot|autopilot_customer_churn.ipynb)\n",
+    "![This ap-northeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
     "\n",
-    "![This ap-south-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-south-1/autopilot|autopilot_customer_churn.ipynb)\n"
+    "![This ap-south-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-south-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n"
    ]
   }
  ],

end_to_end_ml_lifecycle/sm-autopilot_linear_regression_california_housing.ipynb

@@ -17,7 +17,7 @@
     "\n",
     "This notebook's CI test result for us-west-2 is as follows. CI test results in other regions can be found at the end of the notebook. \n",
     "\n",
-    "![This us-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-2/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This us-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
     "---"
    ]
@@ -947,35 +947,35 @@
     "\n",
     "This notebook was tested in multiple regions. The test results are as follows, except for us-west-2 which is shown at the top of the notebook.\n",
     "\n",
-    "![This us-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-1/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This us-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This us-east-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-2/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This us-east-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This us-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-1/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This us-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This ca-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ca-central-1/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This ca-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ca-central-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This sa-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/sa-east-1/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This sa-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/sa-east-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This eu-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-1/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This eu-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This eu-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-2/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This eu-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This eu-west-3 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-3/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This eu-west-3 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-3/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This eu-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-central-1/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This eu-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-central-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This eu-north-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-north-1/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This eu-north-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-north-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This ap-southeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-1/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This ap-southeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This ap-southeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-2/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This ap-southeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This ap-northeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-1/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This ap-northeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This ap-northeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-2/autopilot|autopilot_california_housing.ipynb)\n",
+    "![This ap-northeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
     "\n",
-    "![This ap-south-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-south-1/autopilot|autopilot_california_housing.ipynb)\n"
+    "![This ap-south-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-south-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n"
    ]
   }
  ],