Alessandro Cere

Harcoded image URI prevents running the examples in regions different than `us-west-2`

1

**Link to the notebook** [https://github.com/aws/amazon-sagemaker-examples/blob/main/reinforcement_learning/bandits_recsys_movielens_testbed/bandits_movielens_testbed.ipynb](https://github.com/aws/amazon-sagemaker-examples/blob/main/reinforcement_learning/bandits_recsys_movielens_testbed/bandits_movielens_testbed.ipynb) **Describe the bug** The notebook uses an [hardcoded image URI](https://github.com/aws/amazon-sagemaker-examples/blob/45a9c967e917c20b243c82f2771fff4d7e9d3f7a/reinforcement_learning/bandits_recsys_movielens_testbed/bandits_movielens_testbed.ipynb?short_path=9d6777c#L299) . THis is unnecessary, and prevents running the notebook in regions different than `us-west-2`. The...

**Describe the feature you'd like** When I register a model created with any of the [Framework Models](https://sagemaker.readthedocs.io/en/stable/api/inference/model.html#sagemaker.model.FrameworkModel) I don't need to repeat the framework and version (necessary to enable inference...

**Describe the bug** Registering a model using SageMaker SDK `model.register()` without specifying `inference_instances` and `transform_instances` fails with the following error: ```python ParamValidationError: Parameter validation failed: Invalid type for parameter InferenceSpecification.SupportedRealtimeInferenceInstanceTypes,...

[Bug Report]

12

**Link to the notebook** [Train an TensorFlow model with a SageMaker Training Job and track it using SageMaker Experiments](https://github.com/aws/amazon-sagemaker-examples/blob/main/sagemaker-experiments/sagemaker_job_tracking/tensorflow_script_mode_training_job.ipynb) **Describe the bug** When executing the notebook the model training (8th...

Output of function step is not compatible with `sagemaker.clarify.ModelConfig()`

2

**Describe the bug** When creating a pipeline combining steps defined using `@step` and `sagemaker.clarify.ModelConfig()` the compilation results in `AttributeError: 'NoneType' object has no attribute 'sagemaker_session'`. This make it hard to...

*Issue #, if available:* #27 and #18 *Description of changes:* - Added relevant metadata to model package in SageMaker model registry to enable single-click inference recommender - Add sample lineage...

Amazon SageMaker Model Monitor is now supported for Batch Transform jobs ([announcement](https://aws.amazon.com/about-aws/whats-new/2022/10/amazon-sagemaker-model-monitor-batch-transform-jobs/)), and this should be the recommended way to implement modle monitoring for batch use cases.

Default AmazonSageMakerExecution Role missing permission to execute clean-up

2

The default AmazonSageMakerExecution is missing permissions to list and delete the stacks created by the SageMaker project. In particular, it is missing the following: ``` "cloudformation:DeleteStack" "cloudformation:DescribeStacks" ``` The default...

Add option to use Bedrock in a different AWS region

3

**Is your feature request related to a problem? Please describe.** Bedrock is not currently available in many AWS regions, and not all regions have access to all the models and...

From the [package description](https://aws-sdk-pandas.readthedocs.io/en/stable/about.html): >Easy integration with Athena, Glue, Redshift, Timestream, OpenSearch, Neptune, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).