* samples: Add a new sample for pre-built Pytorch deployments. It's
borrowed from the examples in community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud.
* samples: Removed all training related stuff in the notebooks.
* samples: Fixed comments.
* samples: Updated readme.
* samples: Updated emails for Pytorch launch.
* Added condition to create Featurestore if it doesn't exist
* Ran Linter Test
* Made changes mentioned in review
* Ran Linter Test
* Attached uuid to featurestore_id to avoid error while creating featurestore with existing name
* Ran linter test
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
less chance for an error and confusion in name clashing with the `datasets` pypi package also used in the notebook.
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* Create explore_data_in_bigquery_with_workbench.ipynb
Adding in notebook for exploratory data analysis as part of "Data to AI" effort. See this Colab for what this notebook looks like after it is run: https://colab.research.google.com/drive/1JeNeMtj2A_5P5vo9wxSkrwHQM5JQSoAu. Submitting it with outputs shown since a lot of this about interactive visualization, which can inspire folks to use/read the notebook beyond just the code.
* Update CODEOWNERS
Adding owner for forthcoming exploratory data analysis notebook
* Update CODEOWNERS
* Updating exploratory data analysis notebook with latest updates from linter/review
* Updated notebook formatting to try to pass format test
* Trying again to pass notebook formatting test
* Trying again to pass notebook formatting test
* Trying again to pass notebook formatting test
* Linted version of notebook & better project picker
* Uploading linted version from ivanmkc@
* Update CODEOWNERS with EDA notebook
* Updated notebook w/ Tech Writer edits, re-ran all
* 1-2 minor text updates, try to pass linter again
* Trying w/ updated linted file from ivanmkc@
Co-authored-by: Ivan Cheung <ivans.mailbox@gmail.com>
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* new changes of build model notebook
* new changes of build model notebook
* linter test issues
* linter test issues
* review changes
* review changes
* review changes
* review changes
* review changes
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* added new cell for is_colab condition
* added new cell for is_colab condition
* changes andrew comments
* changes andrew comments
* review changes
* review changes
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* Made minor changes
* Ran linter test
* Made changes mentioned in the review
* Ran Linter test
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* Changed prediction_output format from csv to jsonl to support generate_explanations
* ran linter test
* Made the changes as mentioned in the review
* Ran Linter Test
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* Removed try except blocks from cleanup section
* Ran Linter test
* Made changes mentioned in review and removed globals
* Removed an unused variable
* Ran Linter test
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* new notebook of classification beans
* new notebook of classification beans
* changes on andrew comments
* changes on andrew comments
* json file issues
* json file issue
* fixes issues from reviews: adds parameter descriptions, fixes clean up, textual updates and replaces gapic functionality
* ran linter test
* adds the missing machine-type parameter
* ran linter test
* retreives the metrics using dict method
* removes unused variables
* ran linter test
* replaces old code for resource-name with new one
* ran linter test
* updates fetching the resourceName from the training artifacts
* ran linter test
* adds wait method for endpoint deployment
* ran linter test
* removes the wait method
* ran linter test
* adds wait gcp resources component
* ran linter test
* updates colab link, removes wait component, sets force to true in delete endpoint step
* ran linter test
* adds endpoint.wait() method
* ran linter test
* moves model deletion down the endpoint deletion and removes endpoint.wait() method
* ran linter test
Co-authored-by: Krishna Chaitanya Movva <krishr2d2@gmail.com>
Co-authored-by: Krishna Chaitanya Movva <krishna.movva@springml.com>
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* Add bqml-vertexai-model-registry notebook
* Run linter
* Add notebook to CODEOWNERS file
* Update the links
* Ran linter again
* Rename bigquey-ml folder to model-registry
* Add bigquery-ml folder
* Moved the notebook
* Deleted folder
* Resolve comments
* Use UUID
* Remove using existing endpoint
* Remove try statement
* Get model sample based on model's name
* Use job.result to check query job status
* Run linter
* Fix dataset not found error by adding region in bq client creation
* Revert changes
* Fix bq bugs
* Run linter
* Resolve comments
* Display dataframe
* Updated the codeowner file
* fix: notebook template tuning
* fix: notebook template tuning
* fix: possible confusion on when to wait for the email notification
* fix: possible confusion on when to wait for the email notification
* adds the updated predictive-maintenance (managed)notebook from community to official folder
* ran linter test
* resubmitting during phase2
* ran linter test
* addresses the review comments: updates based on the new template, sets delete_bucket to False
* ran linter test
* replaces timestamp with uuid
* ran linter test
Co-authored-by: Karl Weinmeister <11586922+kweinmeister@users.noreply.github.com>
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* fixes tensorflow version, replaces timestamp with uuid, adds service-account and minor textual changes
* removes second defnition of random library
* ran linter test
* uncomments the user flag and updates the installation command
* ran linter test
* removes the extra backslash
* ran linter test
* updates the installation step to fix long running compatibility checks
* ran linter test
* updates the METADATA path during installation steps
* ran linter test
* adds google-api-core version in the installation
* ran linter test
* removes METADATA step during installation
* ran linter test
* updates google api-core & auth versions
* ran linter test
* fixes tensorflow version, replaces timestamp with uuid, adds service-account and minor textual changes
* removes second defnition of random library
* ran linter test
* uncomments the user flag and updates the installation command
* ran linter test
* removes the extra backslash
* ran linter test
* updates the installation step to fix long running compatibility checks
* ran linter test
* updates the METADATA path during installation steps
* ran linter test
* adds google-api-core version in the installation
* ran linter test
* removes METADATA step during installation
* ran linter test
* updates google api-core & auth versions
* ran linter test
* fixes the issues from review: cell descriptions, parameter definitions, tense changes, 3rd person --> 2nd person, list model after pipeline run
* ran linter test
* removes the METADATA hack and updates the installations
* ran linter test
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* changed based on andrew review comments
* changed based on andrew review comments
* import library issues
* import library issues
* import issues
* import issues
* modified notebook
* modified notebook
* added new notebook
* added new notebook
* new auto_ml_text_classifiation
* new auto_ml_text_classifiation
* new automl text classification
* linter test
* linter test
* changes on andrew comments
* changes on andrew comments
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* fixing links to open notebook - main and images
* linter test changes
* fixes the papermill execution error(hard-coded bucket link was the cause)
* ran linter test
* adds minor textual changes
* ran linter test
* fixes issues from review: future tense, copyright year, section placement, latest sdk methods, new updates from the template
* ran linter test
Co-authored-by: Manuel Amunategui <manuel.amunategui@springml.com>
Co-authored-by: Karl Weinmeister <11586922+kweinmeister@users.noreply.github.com>
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* made changes
* made changes
* ran linter test
* made changes
* ran linter
* made changes
* ran linter
* changes suggested by andrew done
* ran linter
* replaced timestamp with uuid
* ran linter
* changed bucket creation command according to template
* ran linter
* changed text in overview
* changed region cell from markdown to code
* made changes
* replaced dataset from constant to a variable
* replaced constant dataset_id with a variable
* ran linter
* changed suggested by andrew done
* ran linter
Co-authored-by: Andrew Ferlitsch <aferlitsch@google.com>
* adds the missing delete_bucket variable, adds steps to configure SERVICE_ACCOUNT
* removes unnecessary random import
* ran linter test
* removes the src folder dependency to run on Colab, adds the pipeline.wait step, updates the cleanup steps
* ran linter test
* fixed issues from review: section posistions, tense changes, section descriptions, template updates
* ran linter test