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Issue #, if available: ML-16440

Description of changes:
Added 3 files including the Jupyter notebook containing code for the blog

Testing done: Yes

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  • I have read the CONTRIBUTING doc and adhered to the example notebook best practices
  • I have updated any necessary documentation, including READMEs
  • I have tested my notebook(s) and ensured it runs end-to-end
  • I have linted my notebook(s) and code using black-nb -l 100 {path}/{notebook-name}.ipynb

By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.

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@zhaoqizqwang zhaoqizqwang merged commit be54c95 into aws:main Jul 8, 2024
zhaoqizqwang added a commit that referenced this pull request Jul 26, 2024
* Created archived folder and moved all workshop notebooks with 0 views to archived

* Moved 10 notebooks with 0 views into archived/notebooks

* Moved 13 0 view notebooks to archived

* Deleted 17 duplicate notebooks

* Deleted 17 duplicate notebooks (#4685)

* 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

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

* 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 <jwos@amazon.de>

* Archived remaining geospatial example notebooks

* Removed geospatial from README.md

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

* Archived remaining geospatial example notebooks

* Removed geospatial from README.md

* Archived remaining workshop notebooks

* Archived outdated example notebooks between 1-90 views

* 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 <bwlind@amazon.com>

* 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 <rawataws@amazon.com>
Co-authored-by: Zhaoqi <jzhaoqwa@amazon.com>

* 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 <jsmul@amazon.com>

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

This reverts commit 970d88e due to broken blog links

* archived 17 notebookswith outdated/redundant funtionality

* 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 <brentfr@amazon.com>

* archived 20 notebooks with outdated/redundant functionality

* archived 20 notebooks with outdated/redundant funtionality

* archived 20 notebooks with outdated/redundant funtionality

* archived 21 notebooks with outdated/redundant funtionality

* archived 19 notebooks with outdated/redundant funtionality

* restored pytorch_multi_model_endpoint back from archived

* removed redundant notebooks folder from archived - all notebooks now directly in archived

* added new folders for new file structure

* added gitkeep files to show folders on github

* archived one notebook that was missed

* introducing new file structure - part 1

* Update README.md

* moved unsorted file back to top level to maintain links

* archived recently marked, and removed folder names from file names

* new file structure: renamed and moved all evaluated notebooks as of 26 july

* new file structure: organized new files and files that still need to be evaluated

* Update README.md

---------

Co-authored-by: Victor Zhu <viczhu@amazon.com>
Co-authored-by: parsash2 <60193914+parsash2@users.noreply.github.com>
Co-authored-by: Janosch Woschitz <jwos@amazon.de>
Co-authored-by: Bobby Lindsey <bobbywlindsey@users.noreply.github.com>
Co-authored-by: Bobby Lindsey <bwlind@amazon.com>
Co-authored-by: zicanl-amazon <115581573+zicanl-amazon@users.noreply.github.com>
Co-authored-by: ashrawat <ashrawat_atl@yahoo.com>
Co-authored-by: Ashish Rawat <rawataws@amazon.com>
Co-authored-by: Zhaoqi <jzhaoqwa@amazon.com>
Co-authored-by: pro-biswa <bisu@amazon.com>
Co-authored-by: brentfriedman725 <97409987+brentfriedman725@users.noreply.github.com>
Co-authored-by: Brent Friedman <brentfr@amazon.com>
zhaoqizqwang added a commit that referenced this pull request Aug 6, 2024
* 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 <jwos@amazon.de>

* 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 <bwlind@amazon.com>

* 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 <rawataws@amazon.com>
Co-authored-by: Zhaoqi <jzhaoqwa@amazon.com>

* 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 <jsmul@amazon.com>

* 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 <brentfr@amazon.com>

* 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 <parknate@amazon.com>

* 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 <165942273+Aditi2424@users.noreply.github.com>

* 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 <rawataws@amazon.com>
Co-authored-by: Zhaoqi <jzhaoqwa@amazon.com>

* 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 <brentfr@amazon.com>
Co-authored-by: nileshvd <113946607+nileshvd@users.noreply.github.com>

* 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 <viczhu@amazon.com>
Co-authored-by: parsash2 <60193914+parsash2@users.noreply.github.com>
Co-authored-by: Janosch Woschitz <jwos@amazon.de>
Co-authored-by: Bobby Lindsey <bobbywlindsey@users.noreply.github.com>
Co-authored-by: Bobby Lindsey <bwlind@amazon.com>
Co-authored-by: zicanl-amazon <115581573+zicanl-amazon@users.noreply.github.com>
Co-authored-by: ashrawat <ashrawat_atl@yahoo.com>
Co-authored-by: Ashish Rawat <rawataws@amazon.com>
Co-authored-by: Zhaoqi <jzhaoqwa@amazon.com>
Co-authored-by: pro-biswa <bisu@amazon.com>
Co-authored-by: brentfriedman725 <97409987+brentfriedman725@users.noreply.github.com>
Co-authored-by: Brent Friedman <brentfr@amazon.com>
Co-authored-by: sage-maker <parknate@amazon.com>
Co-authored-by: Praveen Chamarthi <118387029+pchamart@users.noreply.github.com>
Co-authored-by: Aditi Sharma <165942273+Aditi2424@users.noreply.github.com>
Co-authored-by: nileshvd <113946607+nileshvd@users.noreply.github.com>
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